{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare MERRA-2 and IMAU AWS ISWR and ILWR\n",
    "### First Import python modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "from datetime import datetime\n",
    "from Load_and_Process_Datasets import *\n",
    "from statistics import mean\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### User Editable Variables\n",
    "#### Uncoment the \"Incoming shortwave\" section in the following codeblock to create Figure A1, panel A. Default is Figure A1, panel B. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Incoming longwave\n",
    "column_str = \"Incoming_Longwave\"\n",
    "obs_column = 13\n",
    "model_column = \"ILWR\"\n",
    "site_num = [4, 5, 6, 8, 9, 10, 11, 12]\n",
    "site_str = [\"04\", \"05\", \"06\", \"08\", \"09\", \"10\", \"11\", \"12\"]\n",
    "\n",
    "# # Incoming shortwave\n",
    "# column_str = \"Incoming_Shortwave\"\n",
    "# obs_column = 11\n",
    "# model_column = \"ISWR\"\n",
    "# site_num = [4, 5, 6, 9, 10, 11, 12, 16]\n",
    "# site_str = [\"04\", \"05\", \"06\", \"09\", \"10\", \"11\", \"12\", \"16\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bias Scatter Plot Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bc is a boolean variable: if true, use bias corrected, if false use not bias corrected\n",
    "def bias_scatter(site_num, column_str, obs_column, model_var, bc):\n",
    "    model = {}\n",
    "    obs = {}\n",
    "    \n",
    "    # Create figure object\n",
    "    fig = plt.figure(figsize=(15,15))\n",
    "    \n",
    "    # Loop through each site\n",
    "    for k in range(0,len(site_num)):\n",
    "#     for k in range(0, 1):\n",
    "        # Get .smet output path and IMAU weather station path\n",
    "        obs_path = \"/pl/active/nasa_smb/Data/AWS_DML/ant_aws\" + str(site_num[k]) + \"_DAY.txt\"\n",
    "        \n",
    "        # Model Path\n",
    "        if bc == True:\n",
    "            # Bias Corrected Path\n",
    "            model_path = \"/projects/erke2265/1D_Snowpack/Simulations/bias_corrected_radiation/AWS_\" + str(site_num[k]) + \"/output/AWS_\" + str(site_num[k]) + \".smet\"\n",
    "        else:\n",
    "            # Not Bias Corrected Path\n",
    "            model_path = \"/projects/erke2265/1D_Snowpack/Simulations/not_bias_corrected_radiation/AWS_\" + str(site_num[k]) + \"/output/AWS_\" + str(site_num[k]) + \".smet\"\n",
    "\n",
    "        # Import Data\n",
    "        obs_ts = AWS.get_IMAU_timeseries(obs_path, obs_column)\n",
    "        model_ts = snwpck_1D.get_smet_timeseries(model_path, model_var)\n",
    "\n",
    "        # Convert from Kelvin to Celsius for temperature variables\n",
    "        temperature_columns = [3, 4, 5, 6]\n",
    "        if (obs_column in temperature_columns):\n",
    "            obs_ts = obs_ts - 273.15\n",
    "\n",
    "        # Resample model to daily mean\n",
    "        model_ts = model_ts.resample('M').mean()\n",
    "        obs_ts = obs_ts.resample('M').mean()\n",
    "        \n",
    "        ## Create arrays for plotting\n",
    "        index = pd.DatetimeIndex(start=datetime(1980, 1, 1), end=datetime(2018, 12, 31), freq='M')\n",
    "        model_ts = model_ts.reindex(index)\n",
    "        obs_ts = obs_ts.reindex(index)\n",
    "        \n",
    "        # Update dictionary\n",
    "        model[k] = model_ts\n",
    "        obs[k] = obs_ts\n",
    "\n",
    "        # Plot\n",
    "        model_min = model_ts.min()\n",
    "        model_max = model_ts.max()\n",
    "        obs_min = obs_ts.min()\n",
    "        obs_max = obs_ts.max()\n",
    "        maxima = int(np.maximum(model_max, obs_max)) + 1\n",
    "        minima = int(np.minimum(model_min, obs_min))\n",
    "        if minima == 0:\n",
    "            minima = int(obs_min)\n",
    "        \n",
    "        x = range(int(minima), int(maxima))\n",
    "        y = x\n",
    "        \n",
    "        ax = plt.subplot(3, 3, k + 1)\n",
    "        plt.plot(obs_ts, model_ts, 'bo')\n",
    "        plt.plot(x, y, 'k--')\n",
    "        ax.grid()\n",
    "#         plt.xlim(minima, maxima)\n",
    "#         plt.ylim(minima, maxima)\n",
    "        plt.title(column_str + \": AWS \" + str(site_num[k]))\n",
    "        plt.xlabel(\"IMAU Observed\")\n",
    "        plt.ylabel(\"MERRA-2 Modeled\")\n",
    "        \n",
    "    return model, obs\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Site Bias Scatter\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/projects/erke2265/miniconda/envs/a3d/lib/python3.7/site-packages/ipykernel_launcher.py:37: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.\n"
     ]
    },
    {
     "data": {
      "image/png": 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NOImsBopIcxE5AktkZUyDV1ZWxsknn0xeXl6qi2KMMfvdd9999O/fv96uZw1BY0zSzJ49m+LiYs4888xUF8UrkMiql4iscB8XAI8CR4rIf4H5wFD37uBKIJDI6iUskZUxDdamTU4OqIkTJ7J48WJatWqV4hIZYzLdd999xz333IOq0rVrV84///x6u7Y1BI0xCfXZZ58xbNgw9uzZQ7t27TjppJNSXaQawq3Tpap7VXWQqp6oqqeo6lLPe2ydLmMauJkzZ3L00UezatUqALKzs1NcImNMptu4cSM9e/bkd7/7HatXr67361uyGGNMwvz3v//dPwx03bp1dO3aNcUlMsYYZ7jVTTfdxCWXXGJxyRiTFr799lt69epFaWkp//znPzn22GPrvQx2R9AYkxArVqwgPz+f7Oxsli9fbpUtY0xauOuuu7jpppu4/PLLmT9/Ps2aNUt1kYwxGe6bb74hPz+fr7/+msWLF9OzZ8+UlMMagsaYuH3wwQf06tWLVq1a8frrr6ekV8sYY4ItXLiQyZMnM2jQIObNm0fTpk1TXSRjjGHVqlVs2bKFl19+mXPOOSdl5bChocaYuGVnZ3PEEUewcOFCjjjiiFQXxxhjABgwYACFhYWMHDnS5gQaY1Juz549tGjRgnPPPZcvv/ySAw44IKXlsTuCxpiYlZSUAHDSSSfx73//2xqBxpiUU1WmTZvGxo0badq0KaNHj7ZGoDEm5b744guOP/54nnrqKYCUNwLBGoLGmBgtXbqU448/nsLCQgCc5fmMMSZ1VJXx48fzm9/8hscffzzVxTHGGAA+//xz8vPz2bZtG8ccc0yqi7OfDQ01xkTtlVdeYcCAARx11FFceumlqS6OMcZQVVXF2LFjmTVrFhMmTOCmm25KdZGMMYbVq1fTs2dP9u3bx9KlS/nRj36U6iLtZ3cEjTFR+ec//0m/fv3o1q0by5Yto0OHDqkukjEmw1VVVTFq1ChmzZrFpEmTmD59uo1SMMak3HfffUd+fj6VlZUsW7YsrRqBYA1BY0wU1q9fzy9/+Ut++MMfsnTpUg455JBUF8kYY9i6dStvvvkmt956K3fffbc1Ao0xaaF9+/aMHz+e4uJiTjzxxFQXpxYbGmqM8e2www7jqaee4pxzzuGggw5KdXGMMRmuoqICVaVdu3a89957aZF8wRhjVqxYgYjwox/9iEmTJqW6OGHZHUFjMkRREQwceCZZWdCli/Pa/3uLWLRoEQD9+/e3RqAxJuX27dvHFVdcweDBg1FVawQaY9JCYG3lq666ClVNdXEisoagMRmgqAhGjoSNG1ugCiUlzms/jcHHHnuMwYMH8/DDDye/oMYY48PevXu57LLLWLhwIWeccYYNBTXGpIX333+fPn36cOCBB7Jw4cK0j03WEDQmA0yeDLt21dy2a5ezPZLZs2dz1VVXce6557JgwYLkFdAYY3zas2cPl1xyCc899xwPPvggN9xwQ6qLZIwxvPPOO/Tp04d27dqxfPnyBrG2sjUEjckApaXRbQd46KGHGDVqFBdeeCHPP/88rVq1Sk7hjDEmCkOGDOGf//wns2bN4rrrrkt1cYwxBoDp06eTm5tLcXExeXl5qS6OL9YQNCYDdO4c3XZVZdWqVfziF7/g2WefpUWLFskrnDEm4xUVOXOX/cxhHjduHI8++ijXXHNNfRXPGGPCCswD/Mtf/sIbb7xBp06dUlwi/6whaEwGmDoVgm/otWrlbA+2detWRISHH36Yp556imbNmtVPIY0xGSkwh7mkhLBzmHfu3MnTTz8NwNlnn83w4cMTct1A43PgwDOjSqBljDEAS5cupWfPnmzdupWWLVty6KGHprpIUbGGoDEZoKAAZs+GDh32IAJ5ec7rgoLqY1SVO+64g+7du7NhwwaysrJo2rRp6gptjMkIdc1h3r59O+eddx4FBQWsWbMmIdcMbnxu3NjCdwItY4wBeOWVV7jwwgspKytj7969qS5OTKwhaIxBVbnlllu488476dOnjy0Ub4yJm987bpHmMG/dupW+ffvy3nvvMX/+fLp27RrxOn6Xxok1gZYxxgAsXryY/v37061bN5YtW0Zubm6qixQTW1DemAwQ6P3etcuZ6xcYegVw5ZXKjTfeyP3338+oUaMoLCwkK8v6iIwxsauOOc7rwB03qDkSAZy5yiUltc8hsoVTTunLunUfs2DBAi6++OI6r+ONbcHX8YolgZYxxgC8/PLLXHzxxZxwwgm8+uqr5OTkpLpIMbPanjEZIFLv98yZM7n//vu57rrrmDVrljUCjTFxi+aOW6g5zABVVa/w1Vf/5frr/x6yERjtdbyiTaBljDEB3bp1o1+/frz22msNuhEI1hA0JiNE6v0ePnw4Dz74IDNnzkz7hU+NMQ1DNHfcAnOYs7MDW9T9dyDwOQsXXpiQ63hFk0DLGGPAWSy+qqqKLl26sHDhQg4++OBUFylu1hA0JgPU7uWuBKZz+OG7aNu2Ldddd501Ao0xCRPtHbeCAqiqAvgW+DHwhrun0/5GXai5gLHe2Qs0PvPyQMRJpBWcQMsYYwLmz5/PWWedxYwZM1JdlIRKWkNQRDqJyDIR+VREVorIOM++60Rktbv9Xs/234rIGnffeckqmzHpJpZkB9Go2ftdAQwBbuSii/6e2AsZYwyx3XE77LBvgHxgFdV3BZ1GXbglJi64IPY7ewUFsHat0wCdP/+dtGgEhqs7ich9IvKZiHwsIn8XkYM877G6kzFJNG/ePAoKCjj77LMZGZiE3Egk845gBTBRVY8DzgSuFZHjRaQnMADorqonANMAROR4nHEgJwDnA4Uikh361MY0Hn7W0IpXoPc7N3cHcCXwVy677G4KC9Og5mOMaXSC77gdeOBeWraEwYNDd3aVlpayb18PnDuCrwDnANWNunBzARctqnmdUEvjNDAh607Aq8CJqtod+D/gt2B1J2OS7aWXXmLIkCHk5+ezaNEi2rRpk+oiJVTSGoKq+q2qfug+3wF8CnQERgP3qGq5u2+T+5YBwHxVLVfVr4A1wBnJKp8x6SKWZAex3EH85S/LOfronwMLmD59Ok89dXMcpTbGmMgCd9yefBLKy7MpKwvd2fXtt99yzjnnUF6+mTvueJW8vJ/UatRFmgvovbO3dm2DbgSGrTup6iuqWuEe9g5wuPvc6k7GJMmGDRuYMWMGffr04R//+AetW7dOdZESrl6WjxCRLsDJwLvAfcDPRGQqsAe4UVXfx2kkvuN52zp3mzGNWrTJDiKlSwenAVla6gynmjq1ulL0zTffsGrVKv74xz9y7bXXJu4DGGNMBJMnOw1Br0BnV0EB5Obm8vOf/5yrr76aU089ldtvr32OcEtMNOYsn0F1J6+rgKfc577qTiIyEhgJ0KFDB4qLi0Nec+fOnWH3pYN0Lp+VLXbpXL4pU6bQvXt33nvvvVQXpZZE/NyS3hAUkTbAM8B4Vd0uIk2Ag3GGPJwOPC0iRwKhMlVo8Aa/wcyvdP3jS8dypWOZoOGXKzf3TDZubBFi+x6Ki9+ptX3ixDP3rwcYsGsXjBmzl/Ly7P0VrpISGDGikk8++YTzzvseEWHWrFkJ+d4kWrr+Do0x8QvXqVVSsppvvmlDx44dmTVrVsRzTJ1aswMMGneWz+C6k2f7ZJzho4FxIL7qTqo6G5gNcNppp2l+fn7I6xYXFxNuXzpI5/JZ2WKXbuX74x//SOvWrRk+fDhAWpXNKxE/t6Q2BEWkKU4gK1LVZ93N64BnVVWB90SkCmjvbu/kefvhwPrgc/oNZn6l2x9fQDqWKx3LBA2/XNOnh67gTJ/eIuT7N22qtQmA7dub1dpWXr6bGTMmkJ39E6ZOndrgf1bGmIanXTsoKwveuhKR3lx5ZTeKi4vrzFocGNkQbsRDYxKm7oSIDAUuAnq7dSjwWXcyxvjzwAMPcMMNN3DJJZcwbNiwVBcn6ZKZNVSAucCnqnq/Z9dzQC/3mGOAZsBm4AVgoIg0F5EjgKOB9LsPa0yCBSdVqCvZgf+hUNuB8ykvf4MTTjghQaU1xph4fYyTHVR45JFHfC9d05jmAoYTru4kIucDk4D+quqdVW51J2MS5L777uOGG27gl7/8JfPnz8+IZbWSeUfwbGAw8ImIrHC33QI8CjwqIv8F9gJD3Z6tlSLyNE7e6ArgWlWtTGL5jEkbBQX+KzXhhki1bOntdd+Kk0DuA9q3/xtXXvmrxBbYGGN82rLF++pD4FygJapLOe64Y1JTqPQVru70INAceNWtnL6jqteoqtWdjEmAu+66i8mTJ3P55Zczb948mjSplzQqKZfMrKFvqqqoandVPcl9LFLVvao6SFVPVNVTVHWp5z1TVfUoVe2mqouTVTZj0lldGUHD3UGcOTOwnlYlTiPwQ5o1W8iMGdYI9Iq0xqm7/0YRURFp79lm63QZE4OiIieWORS4AWgDLCc7+5iEr5na0EWoO3VV1U6ebdd43mN1J2PiVFVVRUFBQUY1AqGesoYaY/yJlBHUe8cw0h3EyZOzKSmZQG7uAdx//wWNcvhUnALrdH0oIgcAH4jIq6q6SkQ64dyu2J/eImidrsOAJSJyjPW6GxPZmDHwyCPOkhEOARYAu4A8Kiud+PavfznrATb2uX/GmPSiqqxfv56OHTty6623UlVVRVZW0u6RpaXM+rTGpLlY1hQM2LBhAzk5L7F2LahezsaN1ggMJcIapwAPADdRM+uerdNlTJSKiryNwDeBQTizQQ4B8vYft2uXc1xJSeg1Bo0xJhlUlVtuuYUTTzyRr776CiDjGoFgDUFj0kq0awoGfPPNN5x8cg8uvPBKRLb5XmQ+03nX6RKR/sA3qvpR0GEdga89r22NU2OIPIx98uRAI7AYOA/4N87c5do0aLEDv51fxhgTC1XlN7/5Dffccw+XX345eXl5db+pkbKhocakkVgWTZ45s5QbbuhJVdV3wGKgbdghpaaad50unOGik4G+oQ4Nsa3WOl3uORO6zmmipPs6jVa++NV3GZcsyWXatG611i399NPV9OmzidLSHsASnBvqR7rPc32fv7RUKS5enoSSh9YQfsfGmPipKuPHj+fBBx9k7NixPPjggxmRHTQcawgak0aiXTT5gQe+ZOLEXqhuBV4Ffrx/X6BX3RqCtQWv0yUiPwSOAD5y/0M4HPhQRM4ginW6Er3OaaKk+zqNVr74JbuMRUU11/DbuRPKy2seU16ezbx5xzNlyvEccshLbNp0MdANpxF4SMjzitS+IwjQubPU68+8IfyOjTHx+/Of/8yDDz7IhAkTmD59elo2AoPjbTLnTdvQUGMSyDtUauDAM6MenulnTUHvNSZOLMKZ5rYUbyMwoK4hpZko1DpdqvqJquaqahdV7YLT+DtFVTdg63SZDBdIYuWdx1d7gXhHaalzfHl5DvATnNgUuhGYlwfXXBPIdlwtUueXMcbEY+jQoTz22GMJaQTWleU91nMGx9tkzpu2hqAxCRL85d24sUVMX95IiyZXX0NRBdVbgRXAKSHP5X/x+YwSWKerl4iscB8XhDtYVVcCgXW6XsLW6TIZJlQSq3Datl3NyJGwbdvpwGtATq1jWrWCefOc+FZYWHfnlzHGxKOyspLf/e53lJWV0bx5c4YNG5aQRmAyGmzxJA2MhTUEjUmQ+vjyOtf4BCe/yf/hTF/rFPJY61UPLdw6XUHHdFHVzZ7Xtk6XyVj+RxY8zdatJ7Br1zz3dXVFKyuran9Db+hQJ5YFetEhfOeXMcbEo7KykuHDh3P77bezcOHChJ03WXW+WJMGxsoagsYkSH18eUtK/gP0BL4jTL4SAHJyrFfdGJMY/kYWzAOuwBkOOqDWXlWhqgouuKD2chGDBkH79pbp2BiTWBUVFQwePJgnn3ySKVOmMGrUqISdO1l1vnDxNlkjvKwhaEyChPuSZmXVruDEMq78/fffJyurF9AaeB0nCYMjO7t6WNW8ebB5szUCjTGJMXVq7Xl8NT0ODAF64GQuPqDWEbm55UFrC9ZUVmbrBxpjEmffvn1cccUV/O1vf+Oee+5hcoLHViarwRYq3iZzhJc1BI1JkHCVpcrKmhWcWMaVr1ixgj59+pCTczAtWiwHjtq/r1UreOIJG1ZljKlbLH4m0cEAACAASURBVJ1QwUmssrO9ez8HRgDnAi/idFTVJAJXX/2lZ23B0Gz9QGNMomzZsoX//Oc/TJs2jUmTJiX8/MlqsPlJGphI1hA0JkECX96alSSHt4ITy7jyrl27MmDAAD74YDlz5nSxxArGmKjFk9zAm8TqiSegadPAnqNxEus+D4S+baiKu7Zg3dexTMfGmHjs3buXyspKOnTowEcffcTEiROTcp1kNtgiJQ1MNGsIGpNABQXOFzeUQAUnmnHlb7/9Njt27KBNmzb85S9/oVOnTvUaIIwxjUeikhsUFMDAgQ/SosVr7pYLgRZhj8/Lc/71M2TKMh0bY2K1Z88efvGLXzBixAhUldata49QiMeYMdCkidPwa9IE/vWvhl8fs4agMQlW17hxv+PKX375ZXr16sWNN96YuMIZYzJWopIb3HvvvTz55Diys5+o81jvUKm65hpapmNjTKx2797NgAEDWLRoET/5yU8SvlD8mDEwa5Yz3Qecf2fNcrY3ZNYQNCbB6ho37mdc+T/+8Q/69+/Psccey1SrGRljEiARyQ2mTJnCpEmTGDhwIP/736Nhjws1VCp4KFVOjvOwYe7GmHjs2rWLfv368eqrr/Loo48ycuTIhF9j9uzotjcU1hA0JsEClZ0OHfb4qgwF73/22We55JJL6N69O0uXLqV9+/ap+zDGmEYjnuQGqsrtt9/ObbfdxqBBg3jyySfJy2sS8thQ86QDvEPbN292Hg15WJUxJvUuu+wyli1bxhNPPMHw4cOTco3AnUC/2xsKawgakwQFBTB//jthKzjh5vnt2bOHCRMmcMQRZ7Bx4xJycg72ndnPGGMiiTe5QWlpKcOHD+fxxx+nSZMmETMlR5uMxhhjYjVx4kTmzZvH4MGDk3aNcB1ckTq+GgJrCBqTRlq0aMH117/GunUv8fXXba0yZYxJqGiTTakqZWVliAhz5sxhzpw5ZLs1n8jLSjhsSQhjTDJs27aNhQsXAtCzZ0+uuOKKpF4v3GjTJIxCrVfWEDQZLZY1tZLh0UcfZeLEiagqDz3Uld27ay7IbJUpY0x9KiqCvDwlK2schx56Oo88UkZ2djZZWTWrDd6GZV0Zk40xJhG2bt1K3759KSgooKSkpMa+ZNXrCgth9OjqDq/sbOd1YWFizp8q1hA0GSvUmlrDh0P79v4DSKwBx/u+nJxHGDFiBKtWrWLfvn0Jy+xnjGm8gmPPkiW5CT33sGFVlJaOAR6iouJirruuXZ3xLRHJaIwxJpItW7bQu3dv/vOf/7BgwQLyAuvTEN9aqX4UFkJFhXPuioqG3wgEawiaDBZqTa19+6CszF8AiTXg1HzfTLZsGU1W1kVcfvlzNGvWzCpTxphavA2/9u3hqqtqxp5p07olrLJz/fVVVFSMBB4BJgHTqagQhgyJ3OkVTzIaY4ypy+bNm+nduzcrV67kueeeo3///jX2J2qt1ExiDUGTsfzcYYsUQGINONXvmw6MBy6hquoZ7rijOWCVKWNMTcGdTmVlsHdvzWPKy7N9VXb8jGLYsuUuYC5wG3A34KzHVVUVudMr3mQ0xhgTyYsvvshnn33G888/zwUXXFBrv42oip41BE3G8nuHLdrAUlfAqd7fFRgEzAea7d9ulSljjFeoTqdQSkoiN/D8j2IYA/wJ+B2BRmCwXbtg6NDQjcG1a+HJJ53XgwcnfuiqMSazqCoAw4YN47PPPuO8884LeVy4el1WliXcC8cagqZRiWbOXrjU58HatQu9PZYhnKrKoYd+4r4aADwJNK31vmgz+xljGq9oerPDNfCKipyGW7hRDPv27eMPf/gDe/bsISenHVB3KrzKytDXad8eBg1K3tBVY0zmWL9+PWeeeSbvvvsuQI05gcEiLWlj2ddDs4agaTSinbMXfOctK8pvQ7RDOFWVm2++mY0bT6Z58/d9v88Yk9limR/sHaYeiI3hFj4uKSnnV7/6FTfffDOLFy9m5kxo1iz265SV1T7O79BVY4wJWLduHfn5+fuT6dXV2R+o1/lZyiZdssanmjUETaMRy5w97503d+RBLVu2hH+v3yGcqsoNN9zAvffey6hRI/nzn0+1oZ/GGF/8jl4IFriTGHlo6R5atryU559/niFDHmLChF8weDAccADk5DhHSOjRofuVlDiVqLqGsNo8HWOMX6WlpfTo0YMNGzbwyiuvUFLyU1+d/QUF4ZeyKSmBJk2cmBY8aiFT7xhaQ9A0GHX13sQ7STiWoZ5+hnBWVVUxduxYZsyYwbhx43j44YcZPDjLhn4aY3wJdDpFKxC7gpbZ8thNVtYAdu/+J8OHP8LChWNrJKTZsQOaNg3fSeYVqKD5KY8xxkSyfv16evToQVlZGUuWLOGss86qs7PfW0eMNMIr3MiITM0uag1B0yD4GfYZ77ILycrW+cILL1BYWMhNN93EAw88gNTVvW6MyUiROrsKCpzRA36JOLGrqCj8Hb2srBJat/6QOXPmsHTpqFqVrL17nSV1/Ni1K/RwrIDmzStt+LsxxpdDDjmEnj17smTJEs444wwgcmd/cB0xXGOvLpk4aiFpDUER6SQiy0TkUxFZKSLjgvbfKCIqIu09234rImtEZLWIhE4JZDKSn2Gf8TbkkpWtc8CAASxevJh77rnHGoHGmBoCyVX8DFXyG8tE4JprnNg1eXKoO3rliMBf/nIsX3+9hhEjRtR5N8+PysrQQ1hzcuDGG1fbyAdjTERr1qxh48aNNG3alEcffZTTTjtt/75Inf3hhqVnZ1fX5/zIxFELybwjWAFMVNXjgDOBa0XkeHAaicC5wP62t7tvIHACcD5QKCIR+hdNJvEz7DMRDblEZevct28fM2bMYOXKlYgI559/vjUCjTE1FBXB8OGhk6tA7c6uggJo3Trc2ZzWXna20wgsLHS21o6d24FeqE6hoADatm0b8a5hKOHu/AVirjcGz5sHmzdDnz6b/F/AGJNxVq9ezTnnnMOVV14Zcn+kzv5wdcTKSmeEhZ+OrkxN2pe0hqCqfquqH7rPdwCfAh3d3Q8ANxH4n8sxAJivquWq+hWwBjgjWeUzDYvfYZ/psOzC3r17ueKKK3j++edZtmxZ/RfAGNMgOMs2RD4muILTokW4I52WXGUlPPFE9Z3EmjFyK04f7Hu0b39cjXKEmwfYtGnN161aOXcqw1XI0iEGN2ThRlOJSDsReVVEPnf/PdjzHhtNZRq0r776ih49elBVVcVDDz0U8phInf2R7uT5GSaayUn7moTbISKnRHpjoJHnh4h0AU4G3hWR/sA3qvpR0B2SjsA7ntfrqG44es81EneBow4dOlBcXOy3GCHt3Lkz7nMkQzqWK5VlGjQol2nTulFeXt0V3bx5JYMGrU6rn9XevXu58847eeutt7j66qs58cQT06ZskJ5/VxB9uRIZn4xJFT/zUYIrOOGyGHsF7iQWFDiNs5EjYdeuLUBf4GOaNVvIjBkDfJXjscecc5WWOmUJNPbOPjv09kyXgNgUGE31oYgcAHwgIq8Cw4DXVPUeEbkZuBmYFDSa6jBgiYgco6oxzpIypn59/PHH3HDDDbRs2ZKlS5dy7LHHhj22oCB0nKmOc9Fdu3dvWLIkygI3MmEbgsB0998WwGnARzhdjt2Bd4Gf+rmAiLQBngHG4wS4yTj/G9U6NMS2Wn2UqjobmA1w2mmnaX5+vp9ihFVcXEy850iGdCxXKsuUnw/HHRdc8cimoOB4ios3pcXPavfu3VxyySW89dZbFBYWctxxx6VFubzS8e8KYipXQuKTManUuXPkIUuhhirV9Z6AwDEFBVBZWcGvf30ue/euJDf3Oe6//4Ialalw58zLC1/xCrfdxBebVPVb4Fv3+Q4RCYymGgDku4c9ARQDk/CMpgK+EpHAaKq3E/aJjEkSVeXaa6+lSZMmLF++nKOPPjqm8wRikbeO6CdOrlkT0+UalbANQVXtCSAi84GRqvqJ+/pE4EY/JxeRpjiNwCJVfVZEfggcAQTuBh4OfCgiZ+DcAezkefvhwPqoP5FptBpCxaOiooI5c+YwYsSItLzz1lgkIj4Zk2pTpzoJYkLJygo9VMlvz7d3Ht+QIU2AcRx66KH07Vu7HzbUOTN1vky8EhmbvKOpgA5uIxFV/VZEct3DEjqaKl1HjQSkc/msbLEZP348W7Zs4ZtvvuGbb76J+TwdO8Ljj1e/7t37HKqqIs+AKy1ViouXs2RJLnPmHMmmTc3JzS3n6qu/3D+vOZ1/dgkpm6pGfAAr/GwLcYwAfwFmRDhmLdDefX4CTs9Zc5zG4pdAdqRrnHrqqRqvZcuWxX2OZEjHcqVjmVQTU65581Tz8lRFnH/nzfP/3u3bt+vWrVtVVbWysjKh5Uq0dCyTau1yAf/WOmKMxhGf6uORiPiUKOn6ew/I5PI5s/NqP0Sc/aFik3dbuPeD6vr163XJkiW+yhFPDPSjsfyO6ys2AW2AD4BL3Ndbg/Z/7/77MDDIs30ucGmkc0eKTY3l95QKVjb/3n33Xf31r3+t+/btU9Xa5YsmHoU7dvToyPERqo9v1arm9latqs+Tbj87L2/Z/Mam4IefZDGfisgcEckXkR4i8mecxC91ORsYDPQSkRXu44JwB6vqSuBpYBXwEnCt2hh3E4W6FpyP9L661igMZ9u2bZx33nlcdNFFVFVVkRVpFVOTDLHGJ2PSQri05p07h49NUJ2QJVwGz6ysdfTo0YOBAweyc+fOOsthSV4SLubYFDyayt28UUR+4O7/ARBIw2qjqUyD8vbbb3Puuefy2muvsXnz5lr7o6mTRTq2sBBGjw4fIwOjHvwsT9aY+am1DgdWAuNw5vmtcrdFpKpvqqqoandVPcl9LAo6pouqbva8nqqqR6lqN1VdHN1HMZksVDAYPBjGjKn7vbEGge+//55zzz2X999/n/Hjx1sjMDViik/GpItIKdHDxaZBg6o7u0JnxCuhqqoHa9ZsYO/e5znwwDZRdY75FWvnW4aIKTaJM29mLvCpqt7v2fUCMNR9PhR43rN9oIg0F5EjgKOB9xLyCYxJsDfeeIO+ffuSm5vL8uXLOfTQQ2sdE02drK5jCwuhosKpF86bFzrjqJ/lyRqzSMliAFDVPSLyCLBIVVfXQ5mMiVqoYKAKjzziZLeL1LsdSxDYvHkz5557LqtWreLZZ5+lX79+0RfaxM3ik2noQiU5CGTgDDd/EKp7vnNygtch/BLoBWxDdQnbt59R43jvNeMR6HwLxN1En7+hiyM2BUZTfSIiK9xttwD3AE+LyAicNZh/5V5npYgERlNVYKOpTAIVFSUuO3BxcTEXXnghnTp1YunSpRx22GEhj4umThbNseHyTIRLLJMpi8vXeQvDXe5hBc5wTUTkJBF5IdkFMyYa4YKBat139vyuUeg1bNgwPvvsM55//nlrBKaQxSfTGIQalunn7lqgEVbzjuJjwA7gNYKX4k3kcKdMH05Vl1hjU7jRVKpapqq9VfVo998tnvfYaCqTcPFMmwmladOm/PCHP6S4uDhsIxCiq5PFUn8LFmlURibwM5btdpz/TbYCqOoKoEsSy2RM1CJ96UtKIg9biiUIzJw5k0WLFnH++edHXVaTUFHHpwgLNt8nIp+JyMci8ncROcjzHluw2dSrceP8HVdW5gxxys3d7W65E/gQCL2cXaKGO2X6cCofrO5kGrREdfaUukHh7LPP5u233w45HNQrmjpZXcf6Gb4eaaH6TOCnIVihqtuSXhJj4jB1qvMFDidST5bfILBu3TruvPNOVJWjjjqKnj17JvZDmFjEEp8CCzYfB5wJXOsuyvwqcKKqdgf+D/gtQNCCzecDhSISZvq5Mf7UVUGpOdwzvOxsWLduJVu2/Az4Cue/9TAZaEjccKdE9MQ3clZ3Mg1aPJ09gfgmsoi8vGMYM8YJcBKpouaKpmEW6dho7mhmcrIsPw3B/4rIlUC2iBwtIg8BbyW5XCYDxZN4oKAArrkmcmMwUk9WXUGgpKSEc845h/vvv58vv/zSf8FMskUdn1T1W1X90H2+AyeTX0dVfUVVK9zD3sHJvgeeBZtV9SsgsGCzMTEJVUEZNMiJfSJO/POrsvIjbr45n4qK9UB5xGMTOdwp04dT+WB1J9OgxdrZUx3fXgAuBk5k1qyf+0reFxBNw8x7bCDJVlYWDB1qw9f9qDNZDHAdMBnnf5i/AS8Dv09moUzmiTbxgHcCc27umUyf7mSHOvtsZ3uoib8Q27ClL774gl69erF9+3aWLFnCUUcdFf1JTLLEFZ+CFmz2ugp4yn3ua8Fm93y+Fm2ub+m8IC5kXvkmTjyTXbta1NruLAMXiF+KsxxvJB8C5wKtgKU4CSP3n40DD9wHwI4dTfcvktyx4yYS8VE6doQJE2ovwhzu/Jn2O8bqTqaBmzq1Zr0M/HX2OENK/w5chjNE/WXgoP3J+wLHeBPQdAz5P2p0guuRoTMq2/D1WmJZfDBdHragfP1KZpny8sIv9hmsrsU/oz1fJKtXr9aOHTtqu3bt9MMPP4zqvZn2O4xHrAvKx/MgaMFmz/bJwN8BcV9HvWCzJig+JUq6/t4DMqV8gYWP61rk2N9jhcJBCp0Vvgi7IH26aCy/4/qITcl+2ILyydEYyxZpYfdw+5x41EThTIWtNeJS69bO8cH1t8mTV8b3AdV/bI22HthQfq+xxqawdwRF5B84XZLhGpD9E9EQNQaiG4seaQJz4O5hrD1ZwdauXYuIsGzZMrp37x7dm03SxBufwizYjIgMBS4CeruBFWzBZhMj78iFdu1gxw7Yuze6c+TlOXcIs7ODe7i7AH2Bewk1J9Dm6qWG1Z1MYxJuyYVIo7jy8o6kpKQI+DlwQI33/e9/tc+1axfMmXMkU6bEV1Y/d/ps+HptkYaGTqu3UpiMF806Ln4ajZHW5vJj+/btHHjggfTt25fPP/+cFi1qD+MyKRVzfAq3YLOInA9MAnqoqrer4QXgryJyP3AYtmCz8SG4ouQ3+YtXXl71nJfSUuf11q0fsm3bsUBbqkcv12SVnZSyupNp9EJ3yBcxcWJnpk//GYMHX4aG7Q6pbdOm5nGXKVw9MjvbmT8Y7zqIjVXYZDGqujzwwKn0bAjaZjJYPIldQokm8YDfCcyxZoH68MMP6dq1KwsWLACwRmAaijM+BRZs7iUiK9zHBcAfcbovX3W3PeJeayUQWLD5JWzBZuNDqIpStEpKYPBgb1KZZWzb9jOysiaGfU9OTmalPk83VncymaB2h/xjwGA2bpzuK3lfsNzcyImu/AhXj3ziiczMBuqXnwXl+2ELNhuPRC8yCtGlC05mtrr333+f3r1707JlS0499dT4T2iSKpb4pOEXbO6qqp08267xvMcWbDZRSVRCgupe9VeAC4AjaNv2DvLc0aDZ7kImHTrsYd482LzZKjvpwOpOpjGr2fH+Z5z8aufSqdPfACd535NP1qzTZUVocVx9dfzZ2DN9PcBY+Vk+4g5sUVTjkahFRoP5vYMX/GXv0GFPjS97rHcr33rrLXr37k27du14/fXXOfLII+P7QKY+3IHFJ5OGEjtHbxHQH+gGLGPr1g6sXes0EisqnH/nz3/HKjzp5Q4sNplGqrpDvhAnUfbPadnyee6+u+X+Y4LrdFVV4c/Xp8+mqMsQqq6XyesBxsoWlDdRi2eR0UTxftm9FaBY71aWlpbSt29ffvCDH/D666+Tl1c7+YJJSxafTFoKNXIhNnuAUcCJOEtEHEK7dok4b/wSPUWgkbHYZBqtggL405+UVq3eAPrRufPf+fOfW0RseIWrVtVV3SoqgvbtnY5/Eef5mDGJH5mWqWxBeRO1WBcZrQ+x3q3s3Lkz99xzD8XFxXRMxII2pr5YfDJpKTByIScn3jO1wBkWugRwWoA7dqS+wpOMKQKNjMUm02gEd/rMnfs/Bg0Stm17kvLyhZSUNK/z7lss03qKiuCqq2om2yorg1mzbLH4RPHTELwOOIHqRVG3A+OTWSiT3pI5Ry9e0d6tfPnll1mxYgUAY8eO5Qc/+EGSSmaSxOKTSWu7d0d3fE4ONG0KTkbQW3FWIjgOOGj/MXv3pr7Ck6wpAo2IxSbTKNTu9LmXq68+BZHv6Nq1CQsWNPN1nljm8E2eHN2SO7ZYfPTqbAiq6i5Vnayqp6vqae7zPfVROJOeEjkhN9FDi6K5W/nCCy/Qv39/brrppvgualLG4pOpb9HErGgzh4o4vd379s0DrgTeAELXglJd4UmHKQLpzGKTaSxqxrGpOKssnQocHNVIAO+6qn6Xcog2nqTDyLSGJmxDUET+ISIvhHvUZyFN+qlrQq6fylKooUVXXeWM/461Yej3buUzzzzDpZdeykknncRTT4Vei8ukL4tPJhWiGQ5ZVBR6TatInAyhjwFDgHyaNl1ETk7o9bVSXeFJ5ykCqWSxyTRkwXW3MWMCcUyBO3FGKQwCniSwFLmfkQB11fcGDjwzZByNFE+Cl6dIl5FpDU2kO4LTgOnAV8BunPywfwZ2Av9NftFMQ+W3shSqt3zvXqdHPNY5J37uVs6fP5/LL7+cM844g1deeYWDDz449g9rUsXik6l3fodDBua1hBNY8qG22QTSsMOL7NvXGkjPofjpPEUgxSw2mQYpVN1t1qzA3kKcRLjDgMeBmkEscOcu3E2Auup7Gze2CFnfmzoVmoUYedq0qbNWoS0VEb86F5QHTlbVy1X1H+7jSuCn9VdEE49UZHXzW1nyc8s/ljknke5WqipFRUX89Kc/5eWXX6Zt27bRndykBYtPJhX8Doesa15LZWW4PW1xlol4HnDSsG/Zkp5rY9maXaFZbDINVeSh7L/CuSM4l+BGIDh37kI1JAcNcu76+RkdEaq+V1AAjz5aM+lWTg489pizVqEtFRG/Jj6OOUREjlTVLwFE5AjgkOQWyyRC4EsZ+GIH7rBBcr8wfitLnTv7Cw6JmnOyb98+mjZtyoIFC6iqqqJVYnK7m9Sy+GTqTbiYlZXlPALzXqKPWV8ARwGXA5cB1WOeOnd24nU6VnLStVxpwmKTaVBqxy0FnsCZr5wL/L+Q7xNx4uLQoaE7ubwZP6Mvg8WZZPOTNXQCUCwixSJSDCwDxiW1VCYhEpXVLXBXsVevHiHvKgbfdWzdOvR5grf7XWcrEXNOCgsLOeuss9i6dSstWrSwRmDjYfHJ1JtwMauysuZw9ujW+bsXJyvou+7r6kZgs2Y21LIBs9hkGpSadS3F+XMdDoQfSiYSmNscaaRDrGUw9cFP1tCXgKNx/iLGAd1U9ZVkF8zEL56sboHGnQgMHhy41S+15u2FGgqwc2foc+7cWbMRGTy0qDpterVEzDmZMWMG1157LR07dqRly5bxncykFYtPpj4Fx6xQc/2iyRIKU4BJtGp1KaNGnVpr+NOjj1pPeENlsck0NNXz8aqAMcBDwA048wJDCzQC/Up2fc9Er86GoIg0BUYBt7mPX7vbTJqLNaubt3EHtb/ou3Y5QwACqYCjqfiEGv8dGOO9ebMz7juRc07uvfdeJkyYwKWXXsqCBQto3jx0Bj7TMFl8MvXNG7PC9YCXlcHo0ZHOosDtwG2IDKZFi3nMnt2ENm1g3jwn5m7ebI3Ahsxik2mIqqqqcP5sHwEmkZU1DQlOzxmHcPW9Dh322BzjFPEzNHQWzoIhhe7jVHebSXOxZnXz07irrKzZWPSrrruRdS1LEY2HH36YSZMmMXDgQObPn0+zUKmnTENn8ckkhXfIe7jU5uGyf2ZnO4kMRo8Od8wi4HfACFQfY8uW7JgzJZu0ZbHJpJ1ICQTHjYOKii+Bp4HJwN1UVQnt2tWuSzZt6pwjGt4RD1Czvjd//jvWCEwRP8liTlfVH3leLxWRj5JVIJM4gS9Vshbw3LXLqeREMy68Psd/9+vXj9LSUu666y6yw+drNw2bxSeTcMGJtgKpzQMCMTXcsKjKSuccTzwRLj5eADwF/JLg/tjAPG6rFDV4FptMWomUQFBVKSsToCuwEjh8//u2bIEnn6yOe+3awY4dTgMuWKtWzoixOXNg377q7U2bwsyZyfpkJh5+2vOVInJU4IWIHAkkYEqoqQ+x3GGLprFWWRn6rmPv3rWPbdo0+eO/VZWnn36aqqoqOnfuzB/+8AdrBDZuFp9MwoVLtDVuHAwfXj0nOpKhQ4PPoThZ9/4PJyHMZYT7LzhRmZJNSllsMmklXFy75ZYKRo26ErjP3Xp4jWMCmYsDdck2bUIvj5Od7UznKSysPc3nscdC1z/rSkZoks9PQ/A3wDI389VyYCkwMbnFMqnkN5snVM/jC57XN3x47UVAEzjMPCRVZcKECVx++eU89dRTyb2YSRcWn0zCBCol4Ya8l5XV7OWOpOadwCpgNPB7nGFXkVnmvEbBYpNJK6E7mPZRWnolu3bNx+msqi24Az9cR1VVVXVjz89NiJrJBmsnIzT1w0/W0NdwMl9d7z66qeqyZBfMJFekceKhFgoePRqaN6/ZmRmYbxjqCx9qQeW9e6NfusKvqqoqxowZw8yZMxk/fjwDBw5MzoVMWrH4ZBIlOElW4lQCI4E/AZOAyRHn1ljmvMbBYpNJN7U7mPbirF26AJgO3FTrPTk5Tp3OW2cMF78C549Uv/TuHzQoMUucmfiEnSMoIpeE2XWUiKCqz0Y6sYh0Av4CHIrTHTpbVWeKyH1AP5y/wC+A4aq61X3Pb4EROP9zXq+qL0f7gUzd/Cw0H2oBz3btVjNv3vGUlDhDALxf2OBj41m6IlqVlZWMHDmSuXPnMmnSJO6+++6EZrky6Sfe+GRMsGgzIAfzrqdVrRJnHa4ncYaF3gEI2dnQpEntzrI2baB5c2fJnsmT/c3pNunFYpNJV1Oneut+CvwKeAF4ELgu7PvGjHHmOwfiY6h5z4EOrLrql8H7Q7Gh8fUr0h3BhcCtwEXuo5/ncZGPc1cAE1X1OOBM4FoROR54FThRVbvjTJb4LYC7byBwMp9AdAAAIABJREFUAnA+UCgiNrkrCSItNB+pJ6dPn037h40GAkG4W/mxLl0Ri5KSEoqKirjtttusEZg54o1PJkOFi3HxVD5ycsLFtnLgK5whoXcSWCx+3z444IDaoy6qqpzhp5ZBtEGz2GTSUs3RXoLIBTgJbcM3AsvK4JFHIjfcvEt9Rapfgr8ONxsaX78iZQ29FOeecXfgeeBvqrrG74lV9VvgW/f5DhH5FOgYtKDqOzhp0wAGAPNVtRz4SkTWAGcAb/u9pvEnXIUnUPGIdKcw0pfc23Nds+fJkeghT6qKiHDkkUeycuVKjjzyyMSd3KS7uOKTyUyReqs7d45tWGizZtXZ8KrPvQ8op1WrNuza9RpQe+maLVuctbQCunTxF1tN2rPYZNLWJZfs5phj/svpp59OVtYoX++JlBjLO0UI6h4NVleHmw2Nr39hG4Kq+nfg7yLSGqeRNl1EcoDJqro8mouISBfgZODdoF1X4eTQBuiI0zAMWOduCz7XSJwJF3To0IHi4uJoilLLzp074z5HMiSzXLm5Z7JxY4ta27Oyqti1q3Yq84kT99Cx4zvs3LmTkhIl0KvtVVqqFBdX/1l07AgTJuQyZ86RbNrUnNzccq6++ks6dtxEIj7Wvn37mDJlCmeccQY9evSgtLSU0jQbT5COf1vpWCaIvlyJjE8mc0TqyArVeVWXvLzawzdvuaWc0tLLad58Kz/+8RKWLQu9fmlwr3d9Dqc3yRNvbBKRR3HuHG5S1RPdbSfhrPDdAme01RhVfc/dZ1NqjC9z5/6PsWP7s2fPexx++Je0a3cIZWXxnTO4sypch1og3oXvcFPy8sSGw6eAn3UE9wDbgO1AZ5xA5JuItAGeAcar6nbP9sk4AS0w8CXUeL5a/RCqOhuYDXDaaadpfn5+NMWppbi4mHjPkQzJLNf06aHv1gU3AgM2bWpBfn4+t966CmeOQ+1jOneWWuXNz4cpUwKvWgDHu4/47Nmzh1/96le8/vrrXHrppbRp0ybjfoexSscyQVzliis+mcwSqbEVqHyMG0edlaPRo50U6UVFTiVo8GCngnP77Xs48cRLKS1dxLRpDzF+fPj/YoN7veuqQJkGJ9bY9DjwR5wcCwH3Aneq6mJxxvPdC+QHTak5DFgiIseoqi1TYWpYtKg106dfSFXVG8DjrFt3CM2aOct6+cmEHHoOtMMbV+saDRZu/4QJnzJlSvz1QxO9sHMERaSniMwGPgB6AjNV9eRoeptEpClOI7DIO0FaRIbi9HgVqO7/01oHdPK8/XBgve9PYnwLlRU08DqUQEVkzpwjQwYCkfq7lb97924uvvhiXnzxRWbNmsX1119fPxc2aSUR8clkHj9zl3fvDnWEE/hycmDevOpG4FVXVa8pWFKymxEjBrBo0SL+9Kc/MXbs2DCLyTuCe71DLdtjw6Qannhjk6q+DmwJ3gwc6D5vS3XdaP+UGlX9CghMqTGNRF0ZOP3YsWMHM2aMp6rqTWAeMBhwklUdeGD4LKABrVrBNdc4SQJD8cbPcPVLbyLCUPv79NkU/QczCRHpjuBrwMfAm0BzYIiIDAnsVNWINXBxMnbMBT5V1fs928/HyaHdQ1W9g3BeAP4qIvfj9GwdDbwX3cdpnAK9zqWlzhcuEbfOQ2UFhcg9OZs2NQ95LtX6uZVfUVFBv379WLp0KXPnzuWqq65K/kVNuoorPpnMU1QEO3fW3u6NceESGXToUM6GDS32nyf0WoNXo/oqzZvPZeRIJzZlZ4fOsBeqQuWdh53IWG/qXTJi03jgZRGZhtOB/xN3u68pNeB/Wk26Th8ISOfyJbpsS5bkMm1aN8rLnYBRUgIjRlTy6aero2o4/fWvf2XfvveAv+FkCq22ZUugdz/0oLwOHZxpPX36bKJdu5rlAWdZsUGDVlNcXF2ejh3h8cdrnsn7Ywm1P5N+r4mUiLJFaggOj+vMcDZOt8MnIrLC3XYLTp7a5sCrbnbHd1T1GlVdKSJPA6twhoxe25iHN/ht3IVKbjBokDN8aebM2u+Jp9FYV0UkN7c85NzCcHcSE61Jkyb06dOHoUOHMnjw4Pq5qElX8cYnk0EipSxv2bL6ebihoxs3Nq/zPHAb0I/y8oEUFTlxc+RImDWr9pGBBDXBwnXQmQYlGbFpNDBBVZ8RkctwOtn74HNKDfifVpOu0wcC0rl8iS7bsGFQXl5zW3l5NvPmHR/VMMqf/exnPPPMYLZs+VmtfVlZwkEHhR4On5cnrF1bPa0nPx+OOy64jphNQUH8034y6feaSIkoW6RkMU/Ec2JVfZPQQWpRhPdMBRr9QBg/6/gFhOuhLiur/Z7AUKXA2lQlJc7rUOcNJ1JF5Oqrv+SBB45PaibQULZt28ZXX33FSSedxM0335zci5kGId74ZDJLpJTl3lgaKXNooJOt5nm2A08AY4Fj3Ud18oTCQueo2bOdO4PZ2c61AttN45Ok2DQUGOc+XwDMcZ/blJpGLFKG90BnUzhbtmxh5MiRPPDAA3Tq1InRo3N44IHacbCyErZvd7Ife9c1DVe3C1dHTMbINVM/6hgZbJKhrnVWvCJljAt+z7hxtRco3rvX2Z4Iffpsijj2Oxm+//57+vTpQ9++fdkZalyXMSbj1TWPpq7Mm97MoaGXIZX9lZxqW4FzgRuAT8Jer7AQKiqcIfQVFdYINDFZD/Rwn/cCPnefvwAMFJHmInIENqWmUYmUKCrSGqObN2+md+/evPjii6xevRqorr+FGpYeal3TaOp2gZsb1fOlbQ3UhsQagikQTZrwujLGed8TLtNdvOmBvQoKYO1aZ+HjtWuT2wjcvHkzvXr14uOPP2bu3Lm0adMmeRczxjRIfiohfjJvBjKHhsuMFzi/YwvQG/gPzvrh3Wsca5k+TaxE5G846yd3E5F1IjIC+DXOMhQfAXfhzvVT1ZVAYErNSzTyKTWZJlQCqYBwNw82bdpEr169+Oyzz3jhhRfo06fP/n0FBU7dLZQtW2Kv20Vzc8OkH2sIpoCfzHUBkQJBpHM1dBs3bqRnz577g1m/fv1SXSRjTBoKVwkZNKj67mBdcRSqY2ndc56/w7kpsxJ4DidxYzXL9GnioapXqOoPVLWpqh6uqnNV9U1VPVVVf6SqP1bVDzzHT1XVo1S1m6ouTmXZTWIFMmyGE3zz4OGHN3D44T355JM1HHjgi3z3XV/AiYEDB55JVlb4DKHx1CVtDdSGLWJDUETOE5ER7oLw3u2WrjEO0aQJDwSCnJza+4LfE+qYSNvT2R/+8Ae++OILXnzxRc4777xUF8ekIYtPBiJXNrzzr71L5AQP/wxe5ypyo/E/wJc4o/IuqLU32cPlTfqz2GQSpaCg7qW9wGns/eY3zdi3rx2wmP/P3p2HR1VeDxz/noQdjSKbiCxqhQqKC2BdKoQAisrSKqVo0GBBRKl1t0LEpRIX3Nu6UQFZUhWXqkUEZUnQ/kRUqlWKCyogKiKLxQAJkJzfH/cOmUxmJpNkZu7N5HyeZx5m7r1z52SWw33vfd/zbt7cn1Gj4IADnFoR33/fBNXwVYxre/KqOhc3jP9Em0fwTiAXOA5YIiJXBq3+faIDS1XBBQcCfbWr6o+dnQ1btjjzV0Xrw/3ww87koMEaNnSW1zV33303//d//0f//v29DsX4UG3yk4h0EJFlIrJGRFaLyFXu8kNE5A0R+dz9t0XQcyaKyFoR+VRE7MyEj1R1sBHoohTo1q4Kc+bEPs9VucCsy2cC69x/K+rUyRqB9Z0dO5l4q+riwXfffcekScXs3n0IsJzy4aSwc2fl2hHBRCAnp3Z5y+ZArduiXREcAmSp6tVAT+BsEXnQXRd2OL2JLngsCzhnZgI/luzsigUPRo48pdJA26rG52Vnw8yZFQ9wZs6M/AOPx0Sl8bRu3TqGDRvGli1baNSoESeccIK3ARk/q01+2gdcp6rHAKcAE0SkG3ATsERVj8aZC+wmAHfdSKA7MAh4VEQiTK1rki2Wbp+hVw1jyaWB9c7Z+I3A8cAL7haHVHoNO/AxLjt2MnEVbZL29evXc/rpp7Nhwxh36+p9xVRhQUgt/+oeG1Y1ibzxt2gNwQaqug9AVX/ESW4ZIvIc0CgZwaWaaANqQwsefP99k7BVl6r6gcZazMVvVZ6++OIL+vbty/Lly/n666+9CcLUJTXOT6r6naqucu//BKzBmYR5GM5cALj//sq9Pwx4RlVLVPUrYC1wcpz/HlNDwQchkQSuGsZygBO6zRlnrMc5w/4NcFiFbQNXDO3AxwSxYycTd+GO7b766isyMzPZvn07hx56dY33HTxlTk2PDZNZSNDEV7QJ5b8Qkb6qWgjgVqIaIyJTgPOTEl2KiTagNlojMXiewFjnH6xKLK+XLJ9++ilZWVmUlJSwdOlSTjzxxOQGYOqiuOQndwzPicA7QFtV/c7d33ci0sbdrD2wIuhpG91l4fY3DreiX9u2bSkoKKjGn5Q4RUVFvoklnNrG1749PPUULF7chvvu60pJSfkF28aNSxk16lNuvpkK69avh4suKuOiiwRVSEtTTjhhO6tXHxy0zZesX9+PBg1+JCNjPtu2nUJaWhllZULbtiWMHfslAwZs3v9aXr7Fqf4ZJ1oc47NjJ5NQ+flw441f8O23/YAiYDEtW/as1T6vuMKZ2sZPx4YmOaI1BH8TbqGq3iwijyUonpQWabLijh1jq7pU0x9ouIk+/VLlac2aNfTr14+ysjKWLVvGcccdl9wATF1V6/wkIgfg9PW7WlV3SPgJ5CB8X5uwkwyo6jRgGkCvXr00MzMzllASrqCgAL/EEk684svMhGOOCc136WRnd6NzZygpqbi9anmnmLIyYdWq4MpaPwB9gN1kZCxk69ZT3eWBr0MToJt78159+YwTJY7x2bGTSZj8fLj00jJ27z4P2AUsA46vcpowEUU1crfRxx+H00/3z7GhSZ6IXUNVdbeq7g5eJiK3ueu+SXBcdUqs/amjDaiNpepSTX6gkS7zH1J5iEul10uGgw46iK5du1JYWGiNQBOz2uYnEWmI0wjMV9UX3cXfi0g7d307IHCpZyPQIejph+NM8Gx8JtxJL3Aq54U7CRddK5yLu0vZvv2U+AZqUpYdO5lEys2F3bvTgJkEGoGxUJWoY6lVnX1bBdD6p7rzCA5NSBR1WHX6U0cbUBtL1aWa/EAjXUUM7D/a6yXS559/zr59+zjssMMoKCjgmGOOSc4Lm1QWU34S59LfdGCNqj4QtOoVIMe9nwO8HLR8pIg0FpEjgKOBlfEJ2dRG8Em4Vq3gkksq5uJLLoGLLnIq58VutXsT4BbgeNq0KYn+FGOis2MnU2urV69m/frAf1kn4RSmjV3osWCoDRusAmh9VN2GoFW8ChGtu2Y4kQbUhjYS27YtrlR8IFJ1vKKiyFchI10t3LbNuypP77zzDr1792bixIkAROmSZ0x1xPpFOh24CMgSkQ/c2znA3cBAEfkcGOg+RlVXA/OA/wILgQnuuB/jodCTcFu3wt69FbfZu9dZF7sPgUycr4fzxGbNYOzYL+MSs6m37D85U2P5+XDYYf/h2GMzgfuAbQl5nbQ058RZ06bO/NNWAbR+iDZGMJyeACLSW1XfTUA8dU6khlb1uyE5P7TAj62gYEWl8QqBdVddRYX+4Fu3Ri4aE21cYvDrJctbb73FOeecQ5s2bbjyyiurfoIxsYspP6nqW0Q+MAs7caWq5gF2TtRHwp2Eq51VOO3/Zhx88LP873+yv3tp+/ab8ctYQFMn2bGTqZH8fBg79t8UFw8EmgJLCTd9DTgNt+qd+KooMNn81q3OCbA5c6wBWB/EfEXQnUvrNvdsuQ14dkXqlimSmKkYsrOd8S6hIl2F9NNl/oKCAgYNGkS7du0oLCyko3U6N3Fi+al+CO4KWpOTbcHS06F588CjlTjnAA4ElvPTT0czZ46VQTe1Z7nJ1Mb1179HcXEW0BwowBmZ4OSv4H87dYLx46ueUzWc9DCz4kbr2WZSS9SGoIh0EpGbRORDYA5wBTBQVXslJbo6IC+vfC6pYIGBt4kQ7SpkaMEav0z0uXPnTkaMGEGnTp0oLCykffuw1feNiZnlp/oltCtoLBo2DJ+foeJUPE4v4EOA5cARlJZ6O6+qqdssN5maCFd4cNOmT4CWQCFw1P5ty8qcPLhvn/PvunXO9A/Bx3ux6NTJ2Vc4Vim0fojYEBSR/wMWAA2B4araE/hJVdclKbY6ITs78kFJon5E0S6khStY44eJPps3b87LL79MQUEBhx56aPIDMCnF8lP9ETg4GjWqel1B09OdMYKHHAKNG1dc17y5Uyq9Q4dA8p4DvAmUJ1c7I25qwnKTqYnKhQeLGDcOWrYcBXwMdK6wfaTjwODjvapUp2q9SV3Rrgj+gNNPpi3Q2l1Wi97HqatTp/DLE/UjilQ0JphfDmJefvllHn30UQBOPfVUWrduXcUzjImJ5acUsnhxm7BT8AQfHFVX8HgXVefqYMDOnTBq1FJ++mkgTZvuwOl2dVilfdgZcVMDlptMtVUc8/wmcAS7di0DoFmzJhW2bdYMzjmn6mnLIh2bgnOiLHCceM45/hlCZJIv2jyCw3Bq064CbheRr4AWInJysoKrK5I9Di+0u2ckXh/EPP/88wwfPpw5c+awb98+b4MxKcXyU+rIz4f77usadgqeeBWE2bMntKLo68C5bN++iREjisOOkQE7I26qz3KTqYny47VlwCCceUx/ztatThXPgJYtIScHZs2qetqycMemjRo5J8UCJ8rWr3f2lZPj/RAi442oYwRV9X+qOkNVBwK/wJlU6SER+Top0dURXozDC778n+wrkrH4+9//zm9/+1t+8YtfsGjRIho0qG6BWmOis/yUGnJzoaSkYksscKY6MSezFgBDgK7AMgoK2jBrlp0RN/FjuclUl3O8thg4FzgCpzBMO6BilfiffoJ588JPW5aTU7ExWPHYVOnUCQ48sPI0O7t2wYIF3g8hMt6IuWqoqm5W1b+o6mnAGQmMqU7ychyenyqDAsyaNYtRo0ZxxhlnsHDhQjIyMrwJxNQblp/qrkiNvQ0bEnEyawHwK+BYnDLsrdmwwT9FtUzqsdxkwhWBCTV+/Mc4J6h+hnNVsG3Yfe3ZU7FhGCxckavAsenSpYWsW+fMIR2O1z3IjHeqqhp6qogMF5E27uMeIvJ3nA7Mxif8dhCzfft2Bg4cyIIFCzgg3FwXxsSB5afUEK1QQSzjoWPRqFHg3s9xDraWEJiLK/D6fiiqZVKD5SYTULkITOXGWn4+PPZYN2AyaWnOCapYq36Gqqo+hBWGMaGiVQ29F5gBnA+8KiK3Am8A7xCYyMT4hh8OYjZt2gTA1VdfzYIFC2gWjyM4Y8Kw/FR3hZ4dP+ccaNCgYom7Ro2cRmDgJFdNBA6kOnWC3NyVjB+viBwJvAAcDFj3TxN/lptMsHDjnIMbazfcsICxY79iw4Y0YBJlZa2AqqfIiXZ4Fe3q3jnnVG+5SX3RrgieC5yoqhcAZwI3Ab9U1YdVtTgp0Zk648EHH6RLly6sXr0agPRI1ReMiQ/LT3VQuLPj06eXFy4ICD4Iys4OP+FxOOnp5b0i5sxx9nPHHXO4/fZTOeaYvzBnjn96TpiUZbnJ7Bet6/uLL77IffcNo7j4j9Xe77RpkfNitKt7CxZUb7lJfdEqeOwOJC1V3S4in6rq50mKy9Qhd911F5MmTWL48OF06dLF63BM/WD5qQ4Kd3Z8zx4IPSe5d6+zbaCRFtpQjKSsrOL8WTNmzGDs2LH069ePMWPG0Ly5NfxMwlluMvt17Bh++puWLecxYsSFwMnA36q939xc56TarFkVc2pVvRyiNUxN/RTtiuBRIvJK4AZ0Dnmc8mIZ4FufqSq33347kyZN4sILL+Tpp5+mYfBkXcYkTr3PT3VRdQ421q+HVq2c/BvrFUHV8lz9xBNPMGbMGAYOHMj8+fNp3rx5jWI2pposN5n9wo9z/jtbtlxAgwanIrIIOKja+12/Hh5/3GkEBvJjLL0cbIygCRXtiuCwkMf3JzKQRAvMSRWoRBcYfxJt+3Hjys+0BAb4gp1RDnjuuee47bbbGD16NE8++aR1BzXJlFL5KZVEy7WRzo5HEqiOF+sVQXD2P3bs15SWXsW5557L888/T5MmTap+ojHxYbnJ7BfIfbm5gdxXCvwV6ENJyXyg6hNU6enhc2CgC31pafmVwKqOT/PyKh7bgo2Vru8iNgRVtTDSOhE5PTHhJEa0Rl379uGfE22ArzUEHb/+9a954oknGDt2LGlpMc9EYkytpVJ+SiVVnUDLy4NRo+L3eiLhiyoUF3fg0EMLeOGFE2ncuHH8XtCYKlhuMgGhJ8UOOaSMbdvScaaxaQREL6iXlubkt8MPr/oEWqzHp8EN01gvjJjUFq1qaLqIXCAi14vIse6ywSLyfzinM6ISkQ4iskxE1ojIahG5yl1+iIi8ISKfu/+2CHrORBFZKyKfishZcfj7gKqrNoVj/ajDU1XuvPNONm3aRMOGDRk3bpw1Ak3S1TY/mcSoKtdmZ0PLlvF7vY4dCSmzPhWYC8D3359ijUCTdJabDIQrjDWNbdvOBnbjVC2uuqp6WVl5Ua1YxHp86ocq88Y/oh3BTwfGAi2BP4vITOA+YKqqnhjDvvcB16nqMcApwAQR6YZTQWuJqh6NM5nTTQDuupFAd2AQ8KiIxKWvYU0addaPurKysjLGjx9Pbm4uc+fO9TocU7/VNj+ZBIh0wLJ+ffnYvYcfrjxmpnHj0ho1ECtOOj8F+CPwOlC/c7XxlOUmE3JS7BHgMpxOeJUnCBQJPaFVM5bzTE1Eawj2Agaq6kTgHOA3QKaqvhTLjlX1O1Vd5d7/CVgDtMfpPz/L3WwW8Cv3/jDgGVUtUdWvgLU45ZRqrSaNunADfOtzP+rS0lLuvfdepk2bxsSJE7nuuuu8DsnUb7XKTyb+8vOjH8wEdxOdNq3iNA7XX/9p2AZiVZyz5QpMdm8XAzPrda42nrPclGJqUjiw/ELDw8DvgaHAi0Dl8cqqVc8bGNCpk/NvaK61nGdqKlpDcI+qlgG4pZA/U9VNNXkREekMnIgzoWpbVf3O3e93QBt3s/bA10FP2+guq7WaNOoCExnbnFOwb98+cnJyWLhwIbfddht5eXlIPE5fGVNzcctPJj5yc6s+mAkexxLcNWnAgM0Vcm7sFJiIczVwDDADkXRycupnrja+YLkphYSb+3TcuKobg86FhkeAq4HzgOeA2ndVX7fOicPmRDXxEq1q6M9F5D/ufcEpifwf976qao9YXkBEDgBeAK5W1R1RGhDhVlQ6rBCRccA4gLZt21JQUFBlDO3bwzXXtOHJJ49k8+bGtGlTwtixX9K+/WaKiooi7qN9e3jqqYrLYni5uIgWV7Lt2LGDt956i4suuoi+fftSWBhxLLwn/PReBfNjXH6MCWoUV1zyk4mfWMenRNsuO9u5xX6eSXCKLlwGPAqkoWqTIxtPWW5KITUpHJifD0VFAH1wctNfgNpPrRXcfT6QK42prWgNwWNqu3MRaYjTCMxX1Rfdxd+LSDtV/U5E2gGb3eUbgQ5BTz8c+DZ0n6o6DZgG0KtXL83MzIwplsxMmDIl8KgJ0A3oRkFBAbHuI5n8ENceZ6ZnGjVqxIABA1i5cqXnMYXjh/cqHD/G5ceYoEZx1To/mfiKdWqIwFx/0SrVtWxZPnVEhL3gdCDpCNzuLitvPdb3ol7GU5abUkh1a0zk58OYMUspKekHHAc8DjjdSsvKah5Hw4bO+Gpj4i1a19CmqrpeVdcDmwL33cftqtqxOJf+pgNrVPWBoFWvADnu/Rzg5aDlI0WksYgcARwNrKzm35PSkjnBfXFxMeeddx7Z2dmoKs2qO3jHmMSqVX4y8XfOObFvG9q9avHiNhVy24gRzv3wyoDLgZNwzhUKoR1KrGiC8VBtj51miMhmEfk4ZPmVbkX11SIyNWh5QqqtG0d1akyoKhMm3EJJSX/gHxXWtWhRvTHQDRo4J8QCXT9nznSWJ+sY0NQf0RqCfw+6/3bIukdj2PfpwEVAloh84N7OAe4GBorI58BA9zGquhqYB/wXWAhMUNVqTCOc2mraT70mdu3axdChQ3n11VcZMGCAjQc0flTb/GTiLFJ3zPQItZ8D3avy8+G++7pWyG1PPlm5Ieg8LgUuBZ7AGSFQ+bjaiiYYj9U2Nz2FUzl9PxHph1NQr4eqdsepQprQauvGEUuNifx86NRJycp6nf/97w7gdzgfV7mtWyt3MY1ExBmWtGVL+ThqSN4xoKlfojUEJcL9cI8rUdW3VFVUtYeqnuDeFqjqVlXtr6pHu/9uC3pOnqoepapdVfW1av4tKa0mcyHWxM6dOxk8eDCLFy9mxowZXHbZZfF9AWPio1b5ycRfpK5SZWWRx/xt2ODksJKSiseue/fCvn2h+9kHjAZm4FQIzSPwUQcajVY0wfhAbY+dlgPbQhZfDtytqiXuNoEhNQmrtm4cVRUOzM+HSy9VNmy4Eee6xmXA34Cat8ebNaucw5J1DGjqn2hjBDXC/XCPTYIla4L7kSNHUlhYyJw5c8i2oynjX5affCbSGMFAF6pw66ozWbJThn0ucAdw8/6lIlBqfUeMfyQiN3UBzhCRPKAYuF5V38WprL4iaLuI1dZjLbTn14JiAV7EF61w4HXXncLu3WuAB4AJOIVhancucudO5eab1zBgwOb9yzZs6Bt2vxs2KAUFVRfws8+15lI9tmgNwcNF5M8437zAfdzHcZnWwcSuqoOseJk0aRIXX3wxv/nNb+K7Y2Piy/KTz+TlOV2Vgs9aizh5q2VLp9jB3r21eYUJODXEflthqY0HND6TiNzUAGgBnAL0BuaJyJHEWG0dYi+059eCYgF+i2/zZiifHa0n8emQIsyd240pU7rtXxL5GFBiej/89r6F8nN8qR5btK6hNwDvA++uVVpAAAAgAElEQVQF3Q88vrFWr+pTySzGUl2JnOB+27ZtzJkzB4BTTz3VGoGmLqh3+cmPgnNmbi7k5FSc8Dgwr+DWrc7j4PLn0TRsCI0aAZQAfwS206hRExo2rNgItPGAxocSkZs2Ai+qYyVOxaRWxFht3cTfnDllZGT8AdV/ukt6Ec9RCaG9vRJ5DGjqt4hXBFV1VjID8VqgGEvgbHZgIC74Y7xJIIbcXCdBdOwYvfx6rH744QcGDhzIJ598Qp8+fehUvdmcjfFEfctPfhQuZ86a5Yyfyc2tfPZ6zx748cfo+xQpz2179hQzYcL57N69gFatevLQQyOA+OdAY+IpQbnpJSALKBCRLjiTZ27Bqbb+dxF5ADgMq7aeFHPmlHHJJeMoLZ0OZABD4v4aoT0dEnUMaEzEhqCIvBLtiao6NP7heKcmk4YmW7wnEN20aRMDBgzgiy++4JVXXrFGoKkz6lt+8qNoOTPS2OVoY/k6dSqvjrdr1y5+9atfUVy8mGnTpnHppSP2b+eXfGxMOLXNTSLyNJAJtBKRjcCtOBWSZrhTSuwBclRVgdUiEqi2vg+rth4X+fmRG1ylpaVceukYSktn4YxV/lPcXz/SlT6bRN4kQrQxgqfizNj7NE7n55SuxJesYix+8c0339C/f3++/vprXn31VbKysrwOyZjqqFf5yY8i5cb1650pI6pTwKVx41Ly8pwqezt37mTIkCEUFBQwY8YMRo8eXftgjUmeWuUmVb0gwqpREbbPwymha+IgWu+wkSNL6dMnh5KSfOB24JaY9xuobBxuUvlAl/lt2+xKn0m+aGMEDwUmAcfilGsbCGxR1UJVrbpEUR1TnUlDU8GyZcv49ttvWbhwoTUCTV1Ur/KTH0XLjdVpBKanw6BB3+0/8Nm+fTsbNmxgzpw51gg0dZHlpjosUk+HUaPgyCPTWLWqBU67O/ZGYLNmMHu2cwuehmLuXGcc9ZYtFecMtEagSaaIDUFVLVXVhaqag1Opai1O//QrkxZdEtWXgbj73Mm5Ro0axdq1aznjjDM8jsiY6qttfhKRGSKy2e1qFVh2goisEJEPROQ9ETk5aN1EEVkrIp+KyFlx/4PqoLy8yPMDVkdpKSxc2I7p04soKyvj8MMPZ/Xq1TZ9jamT6tuxU6oJ39NhL7CBDRuE4uI/47TzI2vY0LnKFzrvYHa209CzBp/xk2hXBBGRxiJyHs7kTROAPwMvJiOwZKtq0tBUsHbtWo499liWL18OQJs2bTyOyJiaq2V+egoYFLJsKnC7qp6Ac7p3qvs63YCRQHf3OY+KSM1nC04R2dnlVUFrq6RkB1dckcWECRMAaNy4cXx2bIwH6tOxU6qp3NNhDzACOB3YQaSevmlpIKJ06gQzZ9oVPlN3RCsWMwuna8NrOAdHH0faNlWk8kDcTz75hKysLPbu3UtGRobX4RhTK7XNT6q6XEQ6hy7GKQEHcBDlZdiHAc+oagnwlYisBU4G3q5Z9HVfoJhCfGwFzmTPno85++ybq9zaGD+rj8dOqaTifKglwHBgPs5E8eGPnZo1cy4ctG9f6Nv55oyJJFqxmIuAnUAX4A9S3gdIAFVVa03UEatXryYrKwsRoaCggO7du3sdkjG1lYj8dDWwSETuw+ktcZq7vD2wImi7jUSYGFpExgHjANq2bUtBQUENwoi/oqKiuMWyeHEb7ruvKyUl1b0oWkbbtnv4/vvGlJ9V/wEYAHxK06bPkZGR4Zv3LFg8379E8XuM9Sg+O3aqwwIXAyZNKmbDhl8DC4HHgPEVtuvUqXJVUR9/vY2JKNo8glG7jZq64auvviIzM5NGjRqxdOlSunbt6nVIxtRagvLT5cA1qvqCiIwApuO0UsL1BQrbKVJVpwHTAHr16qV+OTtcUFAQtzPVo0dDSUn1n3f55Wk8+mgTWrVyJph35sQ+B/gcmE+zZgPwydtVSTzfv0Txe4z1JT47dqr7srPhP/+5lalTFwFPAmMqrG/ZsnyqG2PqOktYKa5jx45cfPHFFBYWWiPQmOhyKB/H8xxO909wrgB2CNrucMq7jdY70abUCVc8Ji0NLr8cHn3Uebxt2/41wJ3Aq8CAoOXGGOOt3Nxcrr32ZRo2HFNp3dat0KABXHGFB4EZE2fWEExRK1euZOPGjaSnp3P//ffzs5/9zOuQjPG7b4G+7v0snEtVAK8AI90CEEcARwMrPYjPFw45JPK60OIx/fs7VUEDjUCAww77GnjGfTQQ6Aek7lQ9xpi64aeffuK6665j586dZGRkcP/9Q5g50+kGGqq0FB57DAYMSH6cxsSTNQRT0Jtvvkn//v257LLLvA7FGF8Skadxir10FZGNIjIGuBS4X0Q+xLlUNQ5AVVcD84D/4gwYmaCq1ZgpL3Xk58NPP8W+/dKlznMC1q1bx549fXF64W7dv9yZUD5uYRpjTLXs2LGDs88+m4cffpi33y6vAxaY8iE9wpDoJUsq5jhj6hprCKaYZcuWMWjQINq3b8+0adO8DscYX1LVC1S1nao2VNXDVXW6qr6lqj1V9XhV/YWqvh+0fZ6qHqWqXVX1NS9j91JuLuzZE/v2quXVRb/88kv69u3L3r3buf321+nUqeX+qXquv/7TlK3YbIzxtx9//JEzzzyTd955h2effZYBYS7zlUY59Re/CsrGJJ81BFPI66+/zjnnnMMRRxxBYWEh7duHLWxojDE1Em18YLTnfPbZZ/Tp04eioiKWLFnCLbf0rjCx8oABm+MdqjHGVGn79u0MHDiQVatW8fzzz3P++eeH3S7SFUGoWV40xi+sIZgiVJVbb72Vrl27smzZMtq2bet1SMaYFFOTcXwdO8KiRYvYs2cPy5Yt46STTop/YMYYUwM//PADmzdv5sUXX2TYsGERtxs3LvI+bHyzqcusIZgCVBUR4Z///CdLly6ldevWXodkjElBeXnO5Mmxatp0H3l5cOWVV7J69Wp69OiRuOCMMSZGP/30E6pKly5d+Oyzzxg8eHCF9fn50LmzU/W4c2c4/XSn+FWoZs2w8c2mTrOGYB03b948zj//fPbs2UOrVq04JFpJP2OMqYXsbJg2zZlHK5zmzZ11ItCu3YccdFA3fv5zZ6ilnaAyxvjB999/z6mnnsrNN98MQOPGjfevy8+HVq1g1ChYv94Z57x+vXNF8JJLYO5cZ1xzYHxzTo4zRjAtDUaOPMUKx5g6xxqCddjcuXO54IIL+OGHHyipyQzPxhhTTdnZcMAB4de1agVbtsC7775PcXE/GjTYzUEHHZTcAI0xJoJNmzbRr18/vvrqK/qHXOLLz3cafFu3Vn7erl1Ogy9QRbSszLkSOGtWeYPx+++bMG6cVRE1dYs1BOuomTNncvHFF5OZmcnChQs58MADvQ7JGJMCQrtEhR7U5Oc7Bz7hrF8P7dqtpE+f/mRkZLB8+XKbw9QY4wvffPMNffv2ZcOGDbz22mtkZWVVWJ+b6zT4IgktChNu+0CD0Zi6ooHXAZjqmzFjBmPGjOHMM8/kpZdeomnTpl6HZIxJAYEz4oGDm0CXKHDOhAfWR/YxmzYNQKQ111yzjCOOsCoKxhjv7d27l4EDB/Ltt9+yaNEiTj/99ErbVFX9M7QoTKTtrYqoqUvsimAddPzxx3PhhRfy8ssvWyPQGBM3VZ3hruqMOXQBclBdzoMPWiPQGOMPDRs2ZMqUKbzxxhthG4EQvfpnuKIwkba3KqKmLrGGYB3y9ttvA9CzZ0/y8/Np0qSJxxEZY1JJVWe4I5/pfgvYAjQC/gK0t7PixhjPffnll7zyyisAnHfeeZxyyikRt41UFbllS6dIVnZ21dtbFVFT11hDsI648847Oe2003jppZe8DsUYk6KqOsMdfv3rwEDgqpj2ZYwxybB27Vr69u3LxRePo2PHnRHHPQcEqiIHVwWdO9cpgBXaCAy3fdu2xWEbjMb4mTUEfS4wUXxubi7Z2dmV5roxxph4qeoMd+X184EhQFfg4UrPqarwjDHGJMJnn31G37592bKlmP/9bxFff928wlQQ0RqDgaqg69ZV3agL3v6ZZ1ZYI9DUOdYQ9DFVZdKkSfzpT3/ikksuYdasWTRoYPV9jDHxFWiwXXQRNG1aPhdgp04Vu0RVnEfwJeA84DhgKSKtgPLngHPAFToXlzUGjTGJtGbNGvr27UtR0T6Ki5cBx1dYv2uXM/+f5SJjEtgQFJEZIrJZRD4OWnaCiKwQkQ9E5D0ROTlo3UQRWSsin4rIWYmKqy557733uOeee7jssst48sknSU9P9zokY0yKCVQCDTTYtm6F3bthzpzwZ8Szs6F5831ALnASsBg4BFWnERh4jpVWN8Z44YUXXgDggAMKgGPDblNaaiemjIHEXhF8ChgUsmwqcLuqngDc4j5GRLoBI4Hu7nMeFZF63+rp3bs3b775Jo899hhpaXbx1hgTfzVpsH39dQOcsYGvAwfvXx5cIMZKqxtjkqmsrAyA3NxcPvjgA7777pio29uJKWMS2BBU1eXAttDFQIZ7/yDgW/f+MOAZVS1R1a+AtcDJ1ENlZWVceeWVvPvuuwCcfvrpiIjHURljUlV1GmyzZ88mJyeHDh1KgfaUp3NHcIEYK61ujEmWVatWcdxxx/HJJ58gIrRt2zamXGMnpkx9l+wBZ1cDi0TkPpxG6Gnu8vbAiqDtNrrLKhGRccA4gLZt21JQUFCrgIqKimq9j3gpLS3l3nvvZdGiRVxwwQW+iSvAT+9VMIsrdn6MCfwbV33QsaPTLTTc8mAzZsxg7NixZGVlcdtte/j975tWuJIYWjY9L6/i5PThtjHGmNp67733GDhwIBkZGTRq1Gj/8nA5KFRamtM91Iq8mPoq2Q3By4FrVPUFERkBTAcGAOEueWm4HajqNGAaQK9evTQzM7NWARUUFFDbfcTDvn37yMnJYdGiRdx+++2cccYZvogrmF/eq1AWV+z8GBP4N676IJYG2xNPPMH48eM566yz+Mc//kHTpk1p1MjpVrVhg9NozMureDAVuB9tG2OMqY0VK1Zw1lln0bJlS5YuXUrnzp33rwvOQevXOwWwNOTIMjBWMHh7Y+qTZA88ywFedO8/R3n3z41Ah6DtDqe822jK27t3LxdccAF///vfueuuu7jlllusO6gxJinCzZ0VXCn08ccfZ/z48QwePJiXXnqJpk2b7n9eVWXWq1uK3RhjYvXvf/+bM888k9atW1NYWMi//tW50nQ1gRyk6hTACldzz8YKmvos2Q3Bb4G+7v0s4HP3/ivASBFpLCJHAEcDK5Mcm2fS09M56KCDeOCBB7jpppu8DscYU89Ea7Adc8wxZGdn88ILL9CkSROvQjTGmAq6dOnCb37zGwoLC1m+vEOV09VkZzs5LhwbK2jqq0ROH/E08DbQVUQ2isgY4FLgfhH5ELgTd6yfqq4G5gH/BRYCE1S1NFGx+UVxcTEbN24kLS2Nv/3tb1xzzTVeh2SMMYBTfAGgb9++zJ07t8LYG2NMYoSbeito3fUiohKYtJP6OfXWihUr2LFjB82bN2f69Om0b98+YvXjUaPKrw6CFbEyJlQiq4ZeoKrtVLWhqh6uqtNV9S1V7amqx6vqL1T1/aDt81T1KFXtqqqvJSouv9i1axdDhw6lb9++7N6927qCGmN8409/+hM9e/bkjTfe8DoUY+qbp6g89RYi0gEYCGwIWlbvpt567733yMrKqnTiPNoVveCrg3l5zhjoYFbEytRnNjmdB4qKijj33HNZvHgxkydP3j/mxhhjvKSqTJ48mVtvvZWLL76YrKwsr0Mypl6JMPUWwIPAjVQspFevpt5auHAhkyZN4uijj+buu++usK6qK3qBcYBVjYk2pr6xhmCS7dixg7PPPps333yTuXPnMnr0aK9DMsYYVJWbbrqJKVOmMGbMGGbOnEl6uMoKxpikEpGhwDeq+mHIqvbA10GPI069VdfNnz+fYcOG0blzZ5YuXUrr1q0rrA93pS9U4KqhFbEyplyyp4+o92688UZWrFjBM888w/Dhw70OxxhjAHjzzTeZOnUql19+OX/9619JS7PzhMZ4TUSaAbnAmeFWh1kWduqtWOdg9uOcrnv37uWyyy7jiCOO4NZbb+Wjjz6qtE379nDNNW148skj+f77xoR7a9q0KaagYEWl5fHix/cuwM+xgb/jS/XYrCGYZHfddRfDhw9nwIABXodijDH79enThyVLltCvXz8bs2yMfxwFHAF86P4uDwdWicjJVGPqrVjnYPbrnK7Lly+nZcuWfPDBBxHjy8yEKVOcsYDh5ka9//4mCf3b/Pregb9jA3/Hl+qx2SnfJPjhhx/4wx/+QHFxMS1atLBGoDHGF8rKyrj22mt5++23AcjKyrJGoDE+oqofqWobVe2sqp1xGn8nqeomUnzqrWeffZarr74aVeWoo47i4IMPjul5Ng7QmNhZQzDBvvvuOzIzM3nyySfDdmcwxhgvlJaWMnbsWB588EEWL17sdTjGGCJOvRVWKk+9lZ+fz4UXXsiqVasoLi6u9vNtHKAxsbGuoQn0zTffkJWVxTfffMOCBQvo3bu31yEZYwz79u3jkksuYe7cudx6663cfPPNXodkjMGZequK9Z1DHucBKTX5wezZsxk9ejSZmZn885//tMrqxiSQNQQTZMOGDWRlZbF582YWLVrE6aef7nVIxhjD3r17ueiii3j22WeZMmUKubm5XodkjDEAzJw5kzFjxtC/f39efvllmlVVCtQYUyvWEEyQHTt2ICK88cYb/OIXv/A6HGOMAUBEKC0tZerUqdxwww1eh2OMMfu1atWKwYMH8+yzz9qVQGOSwBqCcbZlyxZatmzJsccey5o1a2jQwN5iY4z3SkpK2LFjB61bt+bZZ5+16SGMMb7x+eefc/TRRzNkyBAGDx5sRauMSRI7EoijNWvW0KNHD6ZOnQpgjUBjfEpEZojIZhH5OGT5lSLyqYisFpGpQcsnishad91ZyY84uvx86NwZ0tKcf/PzK67fs2cP5513Hv369aOkpMQagcYY33jooYc45phj9s+HZo1AY5LHWipx8tFHH9G/f3/S0tIYPHiw1+EYY6J7CvgrMDuwQET6AcOAHqpaIiJt3OXdgJFAd+AwYLGIdPFLdb7QObPWr3ceg1Mpb9euXeTm5vL+++/zxBNP0LhxY++CNcaYIPfeey833ngj559/vtVSMMYDdlo4Dv7973/Tr18/GjZsSGFhId27d/c6JGNMFKq6HNgWsvhy4G5VLXG32ewuHwY8o6olqvoVsBY4OWnBViE3t+LEyeA8zs2FoqIizj33XN5//31mzJjBpZde6k2QxhgT4q677uLGG29kxIgRPP300zRs2NDrkIypd+yKYC3t2LGDM888k+bNm7N06VKOOuoor0MyxtRMF+AMEckDioHrVfVdoD2wImi7je6ySkRkHDAOoG3btvu7OiXShg19gcpdqTZsUH7729+yfPlyrr32Wjp37pyUeGqiqKjIt7GB/+MD/8do8ZlgBQUFTJo0iQsvvJBZs2bZUBpjPGK/vFrKyMjg8ccfp2fPnnTu3NnrcIwxNdcAaAGcAvQG5onIkYRrZYGG24GqTgOmAfTq1UszMzMTE2mQjh2d7qCVlwvTp09n5cqVZGRkkIxYaqqgoMDiqyW/x2jxmWB9+/blueee49e//jXp6eleh2NMvWVdQ2vozTffZP78+QCcf/751gg0pu7bCLyojpVAGdDKXd4haLvDgW89iC+svDyoONXWdho0mMyf/rSPQw89lKFDh3oVmjHG7KeqTJkyhY8++ggRYfjw4aSnp1dZ7MoYkzjWEKyBJUuWMGjQICZPnkxpqS/qRRhjau8lIAtARLoAjYAtwCvASBFpLCJHAEcDKz2LMkR2NkybBp06AWylUaMBwFR+/vNVHkdmjDEOVeWGG25g8uTJzJ07d//yQLGr9etBtbzYlTUGjUkOawhW06JFixg8eDBHHnkkCxcutC4NxtRBIvI08DbQVUQ2isgYYAZwpDulxDNAjnt1cDUwD/gvsBCY4JeKoQHZ2fDuuz/Qo0cWIqt55ZWXOPlk39SzMcbUY6rKNddcw/3338+ECRO4++6796+LVuzKGJN4NkawGv75z38yfPhwunXrxhtvvEGrVq28DskYUwOqekGEVaMibJ8H5CUuotrZtGkTAwYM4Msvv2T+/PkMGDDA65CMMYaysjL+8Ic/8Mgjj3DVVVfx4IMPVpgncMOG8M+LtNwYE192RbAalixZQo8ePViyZIk1Ao0xvvH111+zdetWFixYYI1AY4xv7N27l88++4wbbrihUiMQnGJX4URaboyJL7siGIPdu3fTtGlTHnjgAXbt2sUBBxzgdUjGGENRUREHHHAAvXv35ssvv6Rp06Zeh2SMMZSVlbFz504OPPBA5s+fT8OGDSs1AsEpdjVuXMXuoc2aOcuNMYlnVwSrMGfOHI455hjWrVtHWlqaNQKNMb6wbt06evTowSOPPAJgjUBjjC+UlpZyySWX0L9/f4qLi2nUqFHYRiBULHYl4vw7bZqz3BiTeNYQjGLGjBnk5ORw1FFH0bp1a6/DMcakuFjLqH/xxRf07duX7du3W1EYY4xv7Nu3j4svvpjZs2czZMgQmjRpUuVzsrNh3TooK3P+tUagMcljXUMjeOyxx7jiiisYNGgQL774op1tN8YkVKCMeqCLVKCMOlQ8MPrss8/Iyspi9+7dLF26lBNPPDH5wRpjTIi9e/cyatQo5s2bx5133snEiRO9DskYUwW7IhjGvHnzuOKKKxgyZAgvvfSSNQKNMQkXSxn1HTt20K9fP/bs2cOyZcusEWiM8Y3rrruOefPmce+991oj0Jg6wq4IhjFo0CBuvvlmJk+eTKNGjbwOxxhTD8RSRj0jI4Pbb7+dU089le7duycnMGOMicG1117Lcccdx6WXXup1KMaYGNkVwSCzZ89m586dZGRkcMcdd1gj0BiTNNHKqH/wwQcsX74cgLFjx1oj0BjjC8XFxTzyyCOUlZXRuXNnawQaU8dYQxBQVW655RZycnJ47LHHvA7HGFMP5eU5ZdODNWsGY8e+T1ZWFuPHj6e0tNSb4IwxJsTu3bv59a9/ze9//3veeustr8MxxtRAwhqCIjJDRDaLyMchy68UkU9FZLWITA1aPlFE1rrrzkpUXKFUlYkTJ3LHHXcwZswYrrnmmmS9tDHG7BeujPqNN77Dfff1JyMjg1dffZX09HSvwzTGGHbt2sXQoUNZtGgR06dPp0+fPl6HZIypgUSOEXwK+CswO7BARPoBw4AeqloiIm3c5d2AkUB34DBgsYh0UdWEnv5WVR599FGef/55xo8fzyOPPEJaml0kNcZ4Izu7vELov/71L84++2xat27N0qVL6dSpk7fBGWMMsHPnToYMGUJBQQEzZ84kJyfH65CMMTWUsFaPqi4HtoUsvhy4W1VL3G02u8uHAc+oaomqfgWsBRI+OdamTZtYsmQJV111FY8++qg1Ao0xvjF79mzatWvH8uXLrRFojPGNDz/8kJUrVzJ37lxrBBpTxyW7amgX4AwRyQOKgetV9V2gPbAiaLuN7rJKRGQcMA6gbdu2FBQUVDuIsrIyRAQR4aGHHqJDhw4UFhZWez+JVFRUVKO/LZH8GBNYXNXhx5jAv3F5obS0lPT0dB555BF+/PFHWrVq5XVIxhizPzeddtppfPnll7Rp08brkIwxtZTshmADoAVwCtAbmCciRwISZlsNtwNVnQZMA+jVq5dmZmZWK4DS0lJ+97vf0bZtW+655x4KCwup7j6SoaCgwHdx+TEmsLiqw48xgX/jSrZFixZx44038tprr3HYYYdZI9AY4ws//vgjZ599NpdddhmjR4+2RqAxKSLZfSE3Ai+qYyVQBrRyl3cI2u5w4Nt4v/i+ffsYNWoUs2fP5sADD0QkXPvTGGOSb/78+QwdOpS0tDSbusYY4xvbt29nwIABvP/++7Ro0cLrcIwxcZTshuBLQBaAiHQBGgFbgFeAkSLSWESOAI4GVsbzhffs2cPIkSN55plnuOeee5g8eXI8d2+MMTX2j3/8g/POO4/jjjuOJUuW2JVAY4wvbN26laysLD766CP+8Y9/MGzYMK9DMsbEUcK6horI00Am0EpENgK3AjOAGe6UEnuAHFVVYLWIzAP+C+wDJsSzYqiqcuGFF/LCCy/w4IMPcvXVV8dr18YYUyuvvfYaI0aMoGfPnixcuJCDDz7Y65CMMYbdu3eTlZXFp59+yssvv8ygQYO8DskYE2cJawiq6gURVo2KsH0ekJeIWESEkSNHkpWVxRVXXJGIlzDGmBrp3bs3OTk5PPDAA2RkZHgdjjHGANC0aVNGjhxJr169GDhwoNfhGGMSINnFYjwzfPhwr0MwxphKWrVqxZNPPul1GMYYHxCRGcBgYLOqHusuuxcYgtOT6gvgElX90V03ERgDlAJ/UNVF8Yxn4sSJ8dydMcZnbOI8Y4wxxhh/eAoI7YP5BnCsqvYAPgMmAohIN2Ak0N19zqMikp68UI0xdZ01BI0xxhhjfEBVlwPbQpa9rqr73IcrcCqrAwwDnlHVElX9ClgLnJy0YI0xdV696RpqjDHGGFPH/Q541r3fHqdhGLDRXVaJiIwDxgG0bduWgoKCsDsvKiqKuM4P/ByfxVZzfo4v1WOzhqAxxhhjjM+JSC5OZfX8wKIwm2m456rqNGAaQK9evTQzMzPsaxQUFBBpnR/4OT6Lreb8HF+qx2YNQWOMMcYYHxORHJwiMv3dabfAuQLYIWizw4Fvkx2bMabusjGCxhhjjDE+JSKDgD8CQ1V1V9CqV4CRItJYRI4AjgZWehGjMaZusiuCxhhjjDE+ICJPA5lAKxHZCNyKUyW0MfCGiACsUNXxqrpaROYB/8XpMjpBVUu9idwYUxdZQ9AYY4wxxgdU9YIwi6dH2T4PyEtcRMaYVGZdQ40xxsQ/rgMAACAASURBVBhjjDGmnpHyMcd1j4j8AKyv5W5aAVviEE68+TEuP8YEFld1+DEmqBxXJ1Vt7VUw8RCn/BQvfv3cAyy+2vN7jKkSX6rnplT5nLxgsdWcn+OrK7HVKDfV6YZgPIjIe6ray+s4QvkxLj/GBBZXdfgxJvBvXKnC7++vxVd7fo/R4qsb/P4++Dk+i63m/BxfqsdmXUONMcYYY4wxpp6xhqAxxhhjjDHG1DPWEIRpXgcQgR/j8mNMYHFVhx9jAv/GlSr8/v5afLXn9xgtvrrB7++Dn+Oz2GrOz/GldGz1foygMcYYY4wxxtQ3dkXQGGOMMcYYY+oZawgaY4wxxhhjTD2T8g1BEZkhIptF5OOQ5VeKyKcislpEpgYtnygia911ZyUrJhE5QURWiMgHIvKeiJyczJjc1+kgIstEZI37vlzlLj9ERN4Qkc/df1skK7YoMd0rIp+IyH9E5B8icnCyYooWV9D660VERaRVsuKKFpPH3/dIn6Hn3/lU4cc8V1V8fvr8/Zj7YozP0zxYVXxB65OeD2ONzy+/kWSJ8Fv0y/cobB5z13n6HYoWnx++Q37OsX7Or37OrUnLq6qa0jegD3AS8HHQsn7AYqCx+7iN+2834EOgMXAE8AWQnqSYXgfOdu+fAxQkMyb3tdoBJ7n3DwQ+c19/KnCTu/wm4J5kxRYlpjOBBu7ye5IZU7S43McdgEU4E/a28sF75fX3PVJcnn/nU+UWIad4+rnHEJ9vPv8o31HPcl+M8XmaB6uKz33sST6M8f3zzW8kWbcIv0W/fI8qxeaX71CU984X36EIsfkix0b5/XmeX6PE5vlvIlJs8f5NpPwVQVVdDmwLWXw5cLeqlrjbbHaXDwOeUdUSVf0KWAucTJxFiEmBDPf+QcC3yYzJjes7VV3l3v8JWAO0d2OY5W42C/hVsmKLFJOqvq6q+9zNVgCHJyumaHG5qx8EbsT5TAM8e6/w/vseKS7Pv/Opwo95Lob4fPP5+zH3xRKf13mwqvjc1Z7kwxjj881vJFnC/RZ99D0KlyfAB9+hKPH54jvk5xzr5/zq59yarLya8g3BCLoAZ4jIOyJSKCK93eXtga+DtttI+ZueaFcD94rI18B9wEQvYxKRzsCJwDtAW1X9DpwvJtDGi9hCYgr2O+A1L2IKjUtEhgLfqOqHIZt5+V755vseEpevvvMpyDefewS+/Pz9mPuixBfM0zwY4Md8GCk+/P8b8YIvvkcBfvwOhfDzd8h3OdbP+dXPuTWRebW+NgQbAC2AU4AbgHkiIoCE2TZZ82tcDlyjqh2Aa4Dp7vKkxyQiBwAvAFer6o5om4ZZlpDYIsUkIrnAPiA/2TGFxuXGkQvcEm7TZMUV5r3yxfc9TFy++c6nKF987lH47vP3Y+6r8KI+zYPh4sMn+bDCi/o0N/qFX75HQfE0w2ffoTD8/B3yVY71c371c25NdF6trw3BjcCL6lgJlAGt3OUdgrY7nPJL6YmWA7zo3n+O8su5SY1JRBrifOHyVTUQz/ci0s5d3w4IdH1ISmwRYkJEcoDBQLaqBr7sSXu/wsR1FE6/7A9FZJ372qtE5NBkxRXhvfL8+x4hLl9851OY5597FXz1+fsx98UQn+d5MEp8nufDKuID//9GksYv36MQvvoOReDn75Bvcqyf86ufc2tS8qomaHCon25AZyoOoB0P/Mm93wXnUqoA3ak40PJLEjcINDSmNUCme78/8L57P5kxCTAbeChk+b1UHNA7NVmxRYlpEPBfoHXI8qS8X5HiCtlmHeWDeL18rzz9vkeJy/PvfCrd/JjnqojPN5+/H3NfjPF5mgerii9km6TmwxjfP1/9RpJ1C/Nb9MX3KFxsfvkORXnvfPMd8muO9XN+9XNuTVZeTegPxg834GngO2AvTmt5DNAImAt8DKwCsoK2z8WptPMpbrWlJMX0S+B990N8B+iZzJjc1/klzmXk/wAfuLdzgJbAEuBz999DkhVblJjW4iTcwLLHk/wZho0rZJv9P1CP3yuvv++R4vL8O58qNz/muRji883n78fcF2N8nubBquIL2Sap+TDG9883v5Fk3SL8Fv3yPaoUm1++Q1HeO198hyLE5oscG+X353l+jRKb57+JSLHF+zch7hONMcYYY4wxxtQT9XWMoDHGGGOMMcbUW9YQNMYYY4wxxph6xhqCxhhjjDHGGFPPWEPQGGOMMcYYY+oZawgaY4wxxhhjTD1jDUFTiYgUuf92FhEVkTuC1rUSkb0i8teQ53woIk+HLCsQkV5BjzuLyMcRXrO7iCwVkc9E5HMRmSwi4q67TUSuj+ffWFvR/hZjTGJYbqqa5SZjvGH5qWqWn/zHGoKmKl8Cg4Me/wZYHbyBiByD813qIyLNq/sCItIUeAW4W1W7AMcDpwFX1DToGF4zPVH7NsYkheUmY4xfWX4ydYI1BE1VdgNrgs5O/RaYF7LNhcAc4HVgaA1e40LgX6r6OoCq7gJ+D9wUtM3x7lmvz0XkUgARaSciy0XkAxH5WETOcJefKSJvi8gqEXlORA5wl68TkVtE5C3gRhFZGdi5e5bqP+79niJSKCLvi8giEWkXtPxDEXkbmFCDv9MYEz+Wmyw3GeNXlp8sP9UJ1hA0sXgGGCkihwOlwLch638LPAs8DVxQg/13B94PXqCqXwAHiEiGu6gHcC5wKnCLiByGkwQXqeoJOGfCPhCRVsDNwABVPQl4D7g2aNfFqvpLVb0LaCQiRwb9DfNEpCHwF2C4qvYEZgB57jYzgT+o6qk1+BuNMfFnuclhuckY/7H85LD85GMNvA7A1AkLgTuA73GS1n4i0hv4QVXXi8hGYIaItFDV7YCG2Ve4ZRJhefD2L6vqbmC3iCwDTgbedV+vIfCSqn4gIn2BbsC/xOkm3wh4O2h/wfHPA0YAd+Mks98CXYFjgTfc56cD34nIQcDBqlroPncOcHaEmI0xyWG5yXKTMX5l+cnyk+9ZQ9BUSVX3iMj7wHU4Z6CGBK2+APi5iKxzH2cA5wNPAluBFkHbHgJsCfMSq4E+wQvcs01FqvqTm1RCk52q6nIR6YNztmuOiNwLbAfeUNVIZ9d2Bt1/FnhORF509/e5iBwHrA49cyUiB4eJwRjjIctNlpuM8SvLT5af6gLrGmpidT/wR1XdGlggImk4A6B7qGpnVe0MDKO8i0MBMErcbATkAMvC7Dsf+KWIDHD32xT4MzA1aJthItJERFoCmcC7ItIJ2KyqfwOmAycBK4DTReRn7r6aiUiXcH+Q24WiFJhM+dmuT4HWInKq+/yGItJdVX8E/iciv3S3y476bhljksVyk+UmY/zK8pPlJ1+zK4ImJqq6mpCKVzhnor5R1W+Cli0HurmDhKcBPwc+FBHF6XM+Mcy+d4vIMOAvIvIITpeCOUBwmeWVwKtAR+AOVf1WRHKAG0RkL1AEXKyqP4jIaOBpEWnsPvdm4LMIf9qzwL3AEW4se0RkOPBnt0tDA+Ah92+/BKc7xS5gUZS3yxiTJJabLDcZ41eWnyw/+Z2o2hVbY4wxxhhjjKlPrGuoMcYYY4wxxtQz1hA0xhhjjDHGmHrGGoL1iIicISKfeh2HMcYEs9xkjPELy0emPrGGYAKJyLpANSc/UNU3VbVrIl9DRJ4SkSmJfI26yn1v9okzoWtgWTsRURFpG7QsN8Kyhe79w0XkBRHZIiL/E5GP3EHekV53hIisEZGfROS/IvKrBP2Jpo6w3GSCeZibxorIWhEpEpGFwa9v6g/LRyaYF/lIRBqJyPPud1FFJDNkvYjIPSKy1b1NFdlf1bVOs4agMUkgIs1x5gj6H0Hlk1X1O2AtFecC6gN8EmbZcvf+HOBroBPQErgYZ8LacK/bHpgLXIszT9ENwN9FpE2t/yhjTJ3nYW7qC9yJUzb/EOAr4Ola/0HGmDrLq3zkegsYBWwKs24c8CvgeKAHMBi4LMY/y9esIZgkIjJaRN4SkftEZLuIfCUiZwetP0REZorIt+76l4LWXeqeNd0mIq+EnCVREblCRD53r/jcISJHicjbIrJDROaJSCN320wR2Rj03HUicr2I/Mc9W/KsiDQJWn+jiHznxjTWfa2f1eI9OE1E3nVf610ROS1oXYEb+7/cv+N1EWkVtP5iEVnvnomZHDiDKM78OLsD24rIze6ZpAz38RQReci9f66I/Nt9X74WkduC9r9QRH4fEu+HInKee//nIvKG+xl8KiIjqvnnnw/8CPwJZ06gYMtxE5mIpAMnAg+HLDuV8uTWG3hKVXeq6j5V/beqvhbhdQ8HflTV19TxKs7EsEdVM36Toiw3WW7Cm9w0BHhOVVer6h7gDqCPiFhuqscsH1k+woN8pKp7VPUhVX0LZ47EUDnA/aq60Z32435gdDX/Nn9SVbsl6AasAwa490cDe4FLceZ6uRz4lvIpPF7FmZelBdAQ6OsuzwK24Ez42Rj4C7A86DUUeAXnak93oARYAhwJHAT8F8hxt80ENobEtxI4DOeM7BpgvLtuEM5Zke5AM5wzKwr8rIq/+SlgSpjlhwDbgYtw5pe5wH3c0l1fAHwBdAGauo/vdtd1w5nr5pdAI+A+970MvLfLgfPd+6+7+zk7aN2vg/7+43BOgPTAOTP0K3fdxcC/guLthpOMGgPNcc4qXeLGfpL7mXR3t70Q+E8V78sSnEle2wL7gJOC1uUAH7r3e7kxHx2ybDfQyH28GPgXMBLoWMXrpgOFwFD3/q+AjUBzr38fdvPuhuWm4OWWm7zJTfcDjwY9bu9+jsO8/n3YLbk3LB8FL7d85EE+ColhI5AZsux/wC+CHvcCfvL6txOX35/XAaTyjcrJbW3QumZusjgUaAeUAS3C7GM6MDXo8QHuD7uz+1iB04PWvw/8Mejx/cBD7v1MKie3UUGPpwKPu/dnAHcFrfsZtUtuFwErQ5a9DYx27xcANwetuwJY6N6/BXg65L3bE/Te3gH82U08m4CrgLuBJm5SaBUh1oeAB937B+JcKevkPs4DZrj3fwu8GfLcJ4BbY/wedHQ/3xPcx4uAh4PWd8Y5A9UCuAbIc5d/E7RsWdD2Ldy/b7X7vA+A3lFefwzOfw77gF3AuV7/Nuzm7Q3LTcHLLTd5kJuA/jgHiT1wDmifcGO5wOvfh92Se8PyUfByy0ceHSsFPS9cQ7AU+HnQ46Pdz/n/2bvz8KjK64Hj35MAQURlE7RswQUExaogpVolBChKWURFoWFR1FhBBUQBi/7cSBUFqdaipmpBjSIgyiKyk1BXXCpWQCoKQSqCoiwREiA5vz/uDEySmckkmZk7k5zP8+RJ5s7MvScJObzn3veeV9z++6nsh00Nja6j845V9YDny7pAc+AnVf3Zz3t+BeT6vC8P2I1z9tTLd87zQT+P64YSE06R4H3tr3DO7Hj5fl0Rxb4Pj1yKfx8hxeL52e32eW0OTuK+APgPsBzoAnTG+Q/lRwAR+Y2IrBaRH0RkL/AnoJFnn/txzjQO9OxzIJDl+bol8BsR2eP9wJm7fkqI3/sQYKOqfuZ5nAX8UURqeo69FSfx/A5nisO/PK9732ebd6oDqvqzqk5Q1bNxzpp9BrwpUvrGZXFuwH/U8/Op5fm5PCci54UYu6keLDcVZ7mJyOYmVV0J3Ae8jvPz3grs9xzPVG+Wj4qzfERk81EI8nCuJnudCOSppyqMZ1YIxoZvgQYiUs/Pc9/h/HEBR2+kbYhzBiSSduDcX+bVvJL7K/Z9eLQgtO+jWCwichzOz8DrPaAN0B/IUdUNnn3/ASfxeb2CMzWkuaqeBDwD+CaEV4FBIvJbnDPUqz3bv/Xst57PR11VvSWE2MGZSnGaiHwvIt8Dj+Mk1ct9XvMvnCT2W8/347vtd/gkN1+exD2FY1NWSjoPZ3rMx6papKofAR8CMdOhzcQ0y03liMVy0zEh5CZU9e+qeqaqNsYpCGsAX4QYu6l+LB+VIxbLR8eEko/KsB6nUYzXrz3b4p4VgjFAnW5IbwPTRaS+iNQUEW8XpFeA60XkPBFJwumy9qHnzEgkzfYct62I1MGZchCqRM+Nyd6PWsBioLWI/FFEaojItThzyxeFsL+5QB/PDdS1gAfwSUqes16fACM5lszew+no5JvcTsA5m5gvIp1w5qv7WoyTgB8EXlPVIs/2RZ7Yh3h+NzVF5EIRaVtW4J5EeTrQCacoOw84B+f3OsznpWtwkuB3qrrPs+0dz7aTcM54efc5WUTO8fwcT8C5h2Kzqvqe+fP6CLjEewVQRM4HLgE+Lyt2Yyw3lclyUwVzk+fnf444WgCZONPA/F3tMcbyUdksH1V8rISIJMmxJkC1PL8T78/vReAOEWkqThOisTjTe+OeFYKxYwjOfPYvgV3AaDg6feZenLOlO3D+UAYG2EfYqNNZ6UmcMz2bOfbHVRDC2yfgTLPwfqzy/OH1xvnj2Q2MA3p7pyKUEct64DZgFs7PYD/Oz8g3lhycG8fX+jw+geJnh0YAD4rIfpxkPbvEcQqAeThXy17x2b4f+D3Oz/07nGkZk3FujkZE0kQk0JmhYcB8Vf2Pqn7v/cDpdNVbRLxnpnKAxjgJzesznLNtn/hMjwFn3v8bODdof4OTkPv6O7iq5gD3A3M93/frwF9UdVmAeI0pyXJT4FgsN1UwN+Hcl/QKzpSrtTi/x3sDvNYYL8tHgWOxfFTxfASwCef30BTn/sSDHLs6+yywEGdK7Rc402OfDbKvuOHtwmRMUJ4zOl8ASap6xOVY6uL8YZ+pqlvcjMUY4y7LTcaYWGH5yMQbuyJoAhKR/iJSS0Tq45zVWehWYhORPiJSR5x5/1NwzspsdSMWY4y7LDcZY2KF5SMTz6wQNMHcDPyAs9ZMIc78akRkvYjk+flIi2As/XCmGnyH07Z3YFXo1mSMqRDLTcaYWGH5yMQtmxpqjDHGGGOMMdWMXRE0xhhjjDHGmGqmhtsBVEajRo00OTk5bPv75ZdfOP7448O2v3g7fizE4PbxYyEGt48fCzF88sknP6rqya4FEAaNGjXSk08+udr/Lt0+vsUQG8ePhRjCcfyqkpvCOXbyx+3fdSAWV/nEalwQu7G5FVeFc5Oqxu1Hhw4dNJxWr14d1v3F2/FjIQa3jx8LMbh9/FiIAfhYYyDHVOajQ4cOrv8cVd3/Xbp9fIshNo4fCzGE4/hVJTdFmtu/60AsrvKJ1bhUYzc2t+KqaG6yqaHGGGOMMcYYU81YIWiMMcYYY4wx1YwVgsYYY4wxxhhTzVghaIwxxhhjjDHVjBWCxhhjjDHGGFPNWCFojDHGGGOMMdWMFYLGGGOMMcYYU4asLEhOhoQE53NWltsRVU5cLyhvjDHGGGOMMZGWlQXp6XDggPM4N9d5DJCW5l5clWFXBI0xEfPZZ59x5MgRt8MwxphSvvjiC/Lz890OwxgTJyZOPFYEeh044GyPV1YIGmMiYt26dfz2t7/lgQcecDsUY4wp5t133+Wiiy5izJgxbodijIkT27aVb3tF7d27l2uuuYavv/46vDv2wwpBY0xEnHPOOYwbN45Ro0a5HYoxxhTzyy+/0KpVK+655x63QzHGxIkWLcq3vaLGjx/Pm2++ycaNG8O7Yz+sEDTGhNXixYvZvn07iYmJPPDAAzRq1MjtkIoRkeYislpENorIehEZ5dn+mIh8KSKfi8gbIlLP5z13i8hmEdkkIj3di94YUxnff/89AL///e/59NNPadq0qcsRGWPiRUYG1KlTfFudOs72cHrkkUdYsmQJvXv3Du+O/bBC0BgTNnPmzKFv375MmDDB7VCCOQKMVdW2QGdgpIi0A5YD56jqucB/gbsBPM8NBM4GLgOmi0iiK5EbYyps7dq1nH766cybNw+AxET7MzamOqpo58+0NMjMhJYtQcT5nJkZnkYxO3fuZMSIERw8eJB69eqRmppa+Z2GwApBY0xYvPLKKwwcOJDOnTszffp0t8MJSFV3qOqnnq/3AxuBpqq6TFW9nW0+AJp5vu4HzFLVAlXdAmwGOkU7bmNMxS1atIh77rmH1q1bc+mll7odjjHGJd7On7m5oHqs82d5isGtW6GoyPkcjiLwf//7H126dGHmzJmsX7++8jssB1s+whhTaS+++CLXX389l1xyCYsWLaJu3bpuhxQSEUkGzgc+LPHUcOA1z9dNcQpDr+2ebf72lw6kAzRp0oS8vDyys7PDF3AFuB2D28e3GGLj+G7G8K9//YsHH3yQ5ORkHnjgAb744ouox2CMiQ3BOn+6sQTEtm3bSE1NZefOnSxZsoSOHTtG9fhWCBpjKuXIkSP89a9/pWvXrsyfP5/jjz/e7ZBCIiJ1gdeB0aq6z2f7RJzpo97zg+Ln7epvn6qaCWQCdOzYUevWrUtKSko4wy637OxsV2Nw+/gWQ2wc360YvvzySx544AE6derEn//856jcc2OMiV3R6vwZii1btpCamsrPP//M8uXL6dy5c9RjsELQGFNhRUVF1KhRg+XLl1OnTh2OO+44t0MKiYjUxCkCs1R1ns/2YUBvoJuqeou97UBzn7c3A76LVqzGmIo766yzeO6557jqqqv45JNP3A7HGOOyFi2c6aD+tkfbwYMHSUpKYuXKlXTo0CH6AWD3CBpjKuipp57iiiuu4NChQzRs2DCeikABngc2qurjPtsvA8YDfVXVd+LIAmCgiCSJSCvgTGBtNGM2xpTPSy+9dLTwu+666zjhhBNcjsgYEwui1fkzmJ07d6KqtGvXjvXr17tWBIIVgsaYCpg2bRq33XZbvHbduxgYAqSKyGeej17AU8AJwHLPtmcAVHU9MBvYACwBRqpqoUuxG2PKkJmZydChQ3nsscfcDsUYE2Mi2fkzFJ9//jnt27dn8uTJgPvdi21qqDGmXCZPnsyECRMYMGAAWVlZ1KxZ0+2QykVV38H/fX+Lg7wnA4ji+UJjTEU89dRT3HbbbfTq1YsZM2a4HY4xJgalpbnTGObTTz+lR48eHHfccfTv3z/6AfhhVwSNMSGbOnUqEyZMYNCgQbzyyitxVwQaY6quxx9/nNtuu41+/foxb948ateu7XZIxhgDwIcffki3bt044YQTWLNmDW3atHE7JMAKQWNMOaSkpDBy5EheeuklatSwCQXGmNhQVFTE6tWrGTBgAHPmzCEpKcntkIwxBoA9e/Zw+eWX06BBA3JycjjttNPcDukoG8kZY4JSVbKzs+natSsdOnRw9aZmY4zxpaocPHiQOnXqMHfuXBITE+0klTEmptSrV48XXniBCy+8kKZN/S5D7Bq7ImiMCUhVGTduHKmpqSxZssTtcIwx5ihV5d577+Wiiy5i7969JCUlWRFojKmwrCxIToaEBOdzVlZZ7whu+fLlzJ8/H4Arrrgi5opAsELQGBOAqjJ69GimTJnCrbfeSs+ePd0OyRhjACc/jR8/noyMDC688EJbHsIYUylZWZCe7qwxqOp8Tk+veDH41ltv0bt3bzIyMigqKgpvsGEUsUJQRJqLyGoR2Sgi60VklGf7YyLypYh8LiJviEg9n/fcLSKbRWSTiNio0xiXFBUVMXLkSJ588knGjBnDk08+ibP8njHGuEtVGTNmDI899hgjRozg2WefJSGhapzXDjR28nn+ThFREWnks83GTsZU0sSJcOBA8W0HDjjby+vNN9+kf//+tG/fniVLlsR0fopkZEeAsaraFugMjBSRdsBy4BxVPRf4L3A3gOe5gcDZwGXAdBGJy0XKjIl369ev55lnnmH8+PFMnTrVikBjTMyYNGkSTzzxBKNHj+app56K6UFWBQQaOyEizYEewDbvi23sZEx4bNtWvu2BrFq1iquvvpoOHTqwcuVKGjRoUPngIihik+lVdQeww/P1fhHZCDRV1WU+L/sAuNrzdT9glqoWAFtEZDPQCXg/UjEaY/xr3749a9eupUOHDlYEGmNiyvXXX09SUhJ33XVXlctPgcZOwAZgGjAOmO/zFhs7GRMGLVo400H9bS+PL7/8kosuuoi33norLqasR+WuahFJBs4HPizx1HDgNc/XTXEKQ6/tnm0l95UOpAM0adKE7OzssMWZl5cX1v3F2/FjIQa3jx8LMbh1/MLCQqZOnUpqaipnnXUWADk5OVGPwxhjSiosLOSFF15g+PDhNGvWjHHjxrkdUsT5jp1EpC/wP1VdV6L4dX3s5I/b/48GYnGVT6zGBeGPbfDgxkyZ0oaCgmMX1JOSChk8eBPZ2bvKfP+BAweoU6cOQ4YMISkpiU8++SRssUVSxAtBEakLvA6MVtV9Ptsn4kyB8N6G6e+0npbaoJoJZAJ07NhRU1JSwhZrdnY24dxfvB0/FmJw+/ixEIMbxz98+DBpaWm8/fbbdO3albp167r+ezDGGIAjR44wdOhQXn31VZo0aULfvn3dDinifMdOOGOlicDv/b3Uz7aojp38cfv/0UAsrvKJ1bgg/LGlpEDbts49gdu2OVcCMzISSUtrB7QL+t6nn36ajIwM3n33XbZs2RKzPzN/IjqxXkRq4iSyLFWd57N9GNAbSFNVb8LaDjT3eXsz4LtIxmeMgUOHDnHttdcyZ84cHnvsMe666y63QzLGGMA5STVo0CBeffVVHnnkkepSBJYcO50OtALWichWnPHRpyJyCjZ2MtVQVhYMHNg5bMs8eKWlwdatUFTkfE5LK/s906ZNY8SIEVxwwQWccsop4QkkiiLZNVSA54GNqvq4z/bLgPFAX1X17c+zABgoIkki0go4E1gbqfiMMU4RePXVV/PGG2/wxBNPcOedd7odkjHGAFBQUMCAAQOYO3cujz/+OOPHj3c7pIjzN3ZS1f+oamNVTVbVZJzi7wJV/R4bO5lqxrvMw86dtcOyzENlTJ48mTvuuIOrrrqKuXPnkpSUFP0gKimSVwQvBoYAqSLymeejF/AUcAKw3LPtGQBVXQ/MxrkhegkwUlULIxifMdVejRo1OOWUU5g+fTq33367dTyoWAAAIABJREFU2+EYY8xRGzZsYMWKFTz11FOMGTPG7XCiJdDYyS8bO5nqJpzLPFTGzJkzmTBhAoMGDWLWrFnUqlUrugGESSS7hr6D/7nri4O8JwPIiFRMxhjHgQMH2L17N82bN+fZZ5+tcp33jDHxq7CwkMTERM4//3y++uorTj31VLdDipogYyff1ySXeGxjJ1NthGuZh8q68sor+e677xg3bhyJifG7YkuVWnzHGFO2X375hd69e9O1a1fy8/OtCDTGxIy8vDx69OjBs88+C1CtikBjTNkCLedQ3mUeKkJV+fvf/05eXh4nnHACd999d1wXgWCFoDHVyv79+7n88svJycnhwQcfpHbt2m6HZIwxAOzbt4/LLruMnJycuFh/yxgTfRkZUKdO8W116jjbI6moqIjbbruNW2+9lZkzZ0b2YFFkhaAx1cTevXvp2bMn7733HrNmzeKPf/yj2yEZYwwAe/bsoWfPnnzwwQeWn4wxAaWlQWYmNGmSjwi0bOk8DqXDZ0UVFRXxpz/9ib///e+MHTuWESNGRO5gURaVBeWNMe676667+Oijj5g9ezZXXnml2+EYYwzgdAft0aMH69atY86cOfTv39/tkIwxMSwtDZo2/SAq6/UVFhZyww03MHPmTCZOnMhDDz1UpW6psSuCxlQTkydPZsmSJVYEGmNiSlJSEoMGDWLevHlWBBpjYsqOHTtYunQpDz74IJMmTapSRSBYIWhMlfbDDz9w++23k5+fT/369enWrZvbIRljDAC7du3i448/BuCOO+6gd+/eLkdkjDGOw4cPo6rk5DSjRo0vuO++e8O6eH2ssKmhxlRRO3fupFu3bnz99dcMGTKECy+80O2QjDEGcM6yd+vWjT179vD1119z3HHHuR2SMcYAkJ+fz4ABAygsbE1OzlQOHGgIHFu8HiJ7T2I02RVBY6qg7777jpSUFLZs2cLixYutCDTGxIzt27fTpUsXvv32W2bNmmVFoDEmZhw8eJB+/fqxaNEiPvzwjJhYvD6SrBA0porZvn07KSkpfPvtt7z99tt07drV7ZBiiog0F5HVIrJRRNaLyCjP9gYislxEvvJ8ru/znrtFZLOIbBKRnu5Fb0x8y83NpUuXLuzcuZOlS5dy6aWXuh2SMcYAx9ZZXr58Oc8//zw//3yL39dFe/H6SLJC0JgqZs+ePRw5coRly5bZIMu/I8BYVW0LdAZGikg7YAKwUlXPBFZ6HuN5biBwNnAZMF1E4nsFWWNcMnXqVH766SeWL1/ORRdd5HY4xhgDOIvF9+3bl+zsbF588UWGDx/u6uL10WKFoDFVxE8//YSqcs4557Bp0yYbZAWgqjtU9VPP1/uBjUBToB/gXSV2JnCF5+t+wCxVLVDVLcBmoFN0ozamapgyZQoffPABnTrZn5Ax1V1WFiQnQ0ICrjdiERFuvfVWXn31VQYPHgw4i9TXqlX8dbVqRX7x+miyQtCYKmDz5s38+te/ZvLkyQDUrFnT5Yjig4gkA+cDHwJNVHUHOMUi0NjzsqbAtz5v2+7ZZowJwcaNG+nRowd79uyhVq1atGnTxu2QjDEuy8pyGq/k5oLqsUYs0S4Gd+/ezeLFiwG44ooruOaaa4o9r0rQx/HOuoYaE+c2bdpEamoqhw4d4vLLL3c7nLghInWB14HRqrovyNpA/p7w+1+BiKQD6QBNmjQhLy+P7OzsMERbcW7H4PbxLQZ3j//NN98wduxYRIQdO3ZUy5+BMaa0iRMJ2IglWh05d+3aRY8ePfj666/ZunUrjRo1KhXj4cPF33P4cHRjjDQrBI2JYxs2bCA1NRVVZfXq1ZxzzjluhxQXRKQmThGYparzPJt3isipqrpDRE4Fdnm2bwea+7y9GfCdv/2qaiaQCdCxY0etW7cuKSkpkfgWQpadne1qDG4f32Jw7/j//ve/GTduHHXq1GHVqlXs2LGj2v0MjDH+BWq4Eq1GLDt27KB79+5s2bKF+fPnlyoCg8VizWKMMa7Ly8uje/fuJCQkkJOTY0VgiMS59Pc8sFFVH/d5agEwzPP1MGC+z/aBIpIkIq2AM4G10YrXmHj073//m9TUVOrUqUNOTo5NBzXGFONmIxZvd/Xc3FzefvttevToUa5YrFmMMcZ1devW5a9//Ss5OTmcddZZbocTTy4GhgCpIvKZ56MX8AjQQ0S+Anp4HqOq64HZwAZgCTBSVQvdCd2Y+HDqqafSuXNn1qxZwxlnnOF2OMaYGJORAXXqFN9Wp050GrHMmjWLHTt2sHTpUrp06RLwdW7GGC02NdSYOPPJJ5/w/fff84c//KHUTc2mbKr6Dv7v+wPoFuA9GUAVSv3GRMZ//vMfzjrrLE455RTefvttt8MxxsQo7z12Eyc6Uy1btHAKrEjee6eqiAhjx45lwIABtGzZMuZijDa7ImhMHPnwww/p1q0bd955J0eOHHE7HGOMOSo7O5vOnTtzzz33uB2KMSYOpKXB1q1QVOR8jmSBtWnTJjp06MCGDRsQkTKLQDdidINdETQmTrz77rtcfvnlNG7cmGXLllGjhv35GmNiw/Lly+nXrx+nnXYad9xxh9vhGGPMUevXr6dbt24UFRVRWGh3dviyK4LGxIGcnBx69uzJqaeeSk5ODs2bNy/7TcYYEwWLFy+mT58+nHnmmaxevZomTZq4HZIxJgbEwoLx69atIyUl5Whjvfbt20c/iBhmhaAxcWDhwoW0aNGCnJwcmja1tcyNMbFh//79DB06lLPPPptVq1Zx8sknux2SMaYENwqyWFgwfv369XTt2pXjjjuONWvW0LZt2+gdPE5YIWhMDDt06BAAjz76KO+99x6nnHKKyxEZY8wxJ5xwAm+//TYrV66kYcOGbodjjCnBrYIs0ILxo0ZFryht1aoVffv2te7FQVghaEyMWrRoEe3ateObb74hISGBevXquR2SMcYA8Oqrr/Lkk08CcOGFF1p+MiZGBSrIJk6M7HEDLbq+e3fki9K1a9eyd+9e6tSpw4wZM0hOTg7vAaqQiBWCItJcRFaLyEYRWS8iozzbG4jIchH5yvO5vs977haRzSKySUR6Rio2Y2Ldm2++yZVXXkm9evVsgGWMiSkzZ85k8ODBvPHGG9a92JgYF6ggC7Q9XEJddD3cRenKlSvp2rUro0aNCt9Oq7BIXhE8AoxV1bZAZ2CkiLQDJgArVfVMYKXnMZ7nBgJnA5cB00UkMYLxGROTcnJyGDBgABdccAErVqygQYMGbodkjDEAPPfcc1x//fWkpqby1ltvWfdiY2JcoIIs1EKtovwtxh5IuIrSJUuW0Lt3b0477TQmT54cnp1WcRErBFV1h6p+6vl6P7ARaAr0A2Z6XjYTuMLzdT9glqoWqOoWYDPQKVLxGROLli5dyoMPPkinTp1YtmyZXQ00xsSMp59+mptuuomePXuyYMEC6oQ6yjPGuMZfQVanjrM9ktLSIDMTWrYEEedzoNuIw1GULly4kH79+tG2bVvrXlwOUTmVJyLJwPnAh0ATVd0BTrEoIo09L2sKfODztu2ebSX3lQ6kAzRp0oTs7OywxZmXlxfW/cXb8WMhBreP73YMR44c4Q9/+AO33HILn376qSsxQGz8HowxseXIkSP07duX2bNnk5SU5HY4xpgQeBdAnzjRufLWooVTBEZjYfS0tOLH8Tau8b1nMRxF6aFDhxg9ejTnnXceS5YsoX79+mW/yQBRKARFpC7wOjBaVfeJSMCX+tmmpTaoZgKZAB07dtSUlJQwRQrZ2dmEc3/xdvxYiMHt47sVw6JFi+jatSvHH388xx9/fLX8GRhjYtP27dtp1qwZt912GyNHjiQhwfrMGRNPShZkbsYB4S9Ka9WqdfRWmpNOOqnygVYjEc3mIlITpwjMUtV5ns07ReRUz/OnArs827cDvqtkNwO+i2R8xsSCzMxM+vTpwyOPPOJ2KMYYU0xGRgZnnXUW69evB7AiMMKCNNp7TES+FJHPReQNEann8x5rtGfiRloabN0KRUXO58oUgTNnzuTWW29FVWnVqtXRIjAWFrKPF5HsGirA88BGVX3c56kFwDDP18OA+T7bB4pIkoi0As4E1kYqPmNiwd///nduvvlm/vCHPzAx0r2cjTEmRKrKfffdxz333EP//v1p06aN2yFVF4Ea7S0HzlHVc4H/AneDNdoz1dfChQu57rrr+O9//0tBQcHR7bGwkH08ieSpvYuBIUCqiHzm+egFPAL0EJGvgB6ex6jqemA2sAFYAoxU1cIIxmeMq6ZNm8att95Kv379mDdvHrVr13Y7JGOMQVWZOHEiDz74INdffz0zZsyw7qBREqjRnqouU1XvWh0f4MyaAmu0Z+JAuK/QPfXUUzz++OP06tWLBQsWFBs/ubVuYryKWGZX1Xfwf98fQLcA78kAItzHyBj3/fzzz0yePJmrrrqKV199lZo1a7odkjHGADBr1iwefvhhbr75ZqZPn27TQV1SotGer+HAa56vXW+050+sNhyzuMonHHGtWNGYKVPaUFDgXKjOzYUbbihk48ZNdO++q4x3lzZnzhymT59O586dGT16NB988EGx57dt64K/8mPbNiU7O6dC30N5xOrvMhA7xWdMlKkq9evX5/3336dZs2ZWBBpjYsqAAQMoKChg2LBhBGnwZiKoZKM9n+0TcaaPeq+puN5oz59YbThmcZVPOOK67jrwmbkJQEFBIi+/3I5Jk9qVe38HDhxg3759DBs2jO7du5d6vkULp9gsvV2i8jOO1d9lIHaaz5goUVXuv/9+xo8ff/TGZisCjTGxoKioiAceeIAdO3ZQo0YNrrvuOisCXRKg0R4iMgzoDaSpqrfYs0Z7JqYFWiy+PIvIqyr//ve/AejVqxcvvfRSwOnqbq2bGK+sEDQmClSVe+65hwceeIAff/yRY/+HG2OMuwoLC7nxxhu5//77ee2118p+g4mYQI32ROQyYDzQV1V974CyRnsmpgVaLD7UReRVlQkTJtChQ4dS00D98beQfWZmbCyfEYtsaqgxEaaqjBs3jilTppCens7TTz9t99wYY2LCkSNHuO6668jKyuK+++5j1KhRbodU3Xkb7f1HRD7zbPsz8CSQBCz3XKn9QFX/pKrrRcTbaO8I1mjPxJiMjIovIq+qjBkzhieeeIJbbrmFTp1C64MUK+smxgMrBI2JsLvuuoupU6cyYsQI/va3v1kRaIyJCYcPH2bw4MHMnj2bjIwM/vznP7sdUrUXpNHe4iDvsUZ7JmZVdBH5oqIibr31Vp5++mlGjRrFtGnTbLp6BFghaEyEde7cmTvuuIMpU6ZYEjPGxIz9+/ezYcMGHnvsMe688063wzHGVFEVuUL31ltv8fTTTzN+/HgefvhhGz9FiBWCxkRAUVERn376KR07duTqq6/m6quvdjskY4wBID8/n4SEBBo0aMBHH31ka5gaY2JO7969WbFiBampqVYERpDNUTMmzAoLC7nhhhv47W9/y4YNG9wOxxhjjjp48CBXXHEFgwYNQlWtCDTGxIzDhw+Tnp7OunXrEBG6detmRWCEBbwiKCIXBHujqn4a/nCMiW++jRfuv/9+2rZt63ZIVVJl85OIvIDThn2Xqp7j2XYe8AxQG6fpwghVXet57m7gBqAQuF1Vl1b6mzAmyn755Rf69u3L6tWr+cc//mEDrAiwsZMxFVNQUMDFF1/LJ5/M5x//OI+WLX8d0r2EpnKCTQ2d6vlcG+gIrMO5gflc4EPgd5ENzZj4cvjwYYYMGcJrr73GpEmTmDhxotshVWWVzU8zgKeAF322PQo8oKpvi0gvz+MUEWkHDATOBn4FrBCR1taZz8STAwcO0KtXL9555x1mzpzJkCFD3A6pqrKxkzHllJ+fT+fOV7Fu3WLgb8AIcnOdbqNgxWAkBZwaqqpdVbUrkAtcoKodVbUDcD6wOVoBGhMvZs2axWuvvcajjz5qRWCEVTY/qeoa4KeSm4ETPV+fxLFFmfsBs1S1QFW3ePYfWg9rY2LEQw89xLvvvktWVpYVgRFkYydjyufAgQP06dOHdeveBp4FbvV5zuk2aiInlGYxZ6nqf7wPVPULzxQqY4yPwYMH07x5c1JSUtwOpToJZ34aDSwVkSk4J8ku8mxvCviuYrvds82YuDF06FDuuusurrzySrdDqS5s7GRMCBISEqhVqxbwT2BYqee3bYt6SNVKKIXgRhF5DngZ54z5YGBjRKMyJk7k5+dzyy23MGHCBNq0aWNFYPSFMz/dAoxR1ddF5BrgeaA7/tf0Un87EJF0IB2gSZMm5OXlkZ2dXcFwwsPtGNw+fnWOYe/evbz33ntcfvnlNG/enLp161brfwtRPr6NnYwJYu/evRQWFtKgQQMWLVpEq1ZCbm7p17VoEf3YqpNQCsHrcQZIozyP1wBPRywiY+KEt/ve8uXLSU1NpU2bNm6HVB2FMz8N89nPHOA5z9fbgeY+r2vGsWmjxahqJpAJ0LFjR61bt67rJweys7NdjcHt41fXGH744Qe6d+/Opk2buOWWW9i6dWu1+xm4fHwbOxkTwM8//0zPnj2pUaMG77zzDgkJCWRkOPcEHjhw7HV16jiLz5vIKbMQVNV8EXkGWKyqm6IQkzExz7f73gsvvGD33LgkzPnpO6ALkA2kAl95ti8AXhGRx3GaxZwJrK3ksYyJmO+//55u3bqxZcsWFi5cSHJyMlu3bnU7rGrFxk7G+Pfjjz/So0cPNmzYwNy5c0lIcNqVeBvCTJzoTAdt0eJYEZicXHybNY8JnzLXERSRvsBnwBLP4/NEZEGkAzMmVu3fv59evXqRnZ3Niy++yHXXXed2SNVWRfOTiLwKvA+0EZHtInIDcBMwVUTWAX/BM8VTVdcDs4ENnuOMtI6hJlb973//o0uXLuTm5rJ48WJ69OjhdkjVko2djClt586ddO3alS+//JL58+fTp0+fYs+npcHWrVBU5HwG5yphbi6ocrSTaFZW1EOvskKZGnofToe8bABV/UxEkiMXkjGxLSEhgRo1avDKK69w7bXXuh1OdVeh/KSqgwI81SHA6zMAm6BiYt6aNWv4/vvvWbJkCb/7na1U4CIbOxlTwvDhw/nmm2946623SE1NLfP1EycWnyoKxzqJzpgRmRirmzKvCAJHVHVvxCMxJsbt2bOHffv2cfzxx7NixQorAmOD5SdjgCNHjgAwaNAgNm/ebEWg+yw3mbi3YkVjkpMhIcGZnlnZK3HTp09n2bJlfovArCxKHStQx1DrJBo+oRSCX4jIH4FEETlTRP4GvBfhuIyJKT/99BPdunWjf//+qCoi/hpJGhdYfjLV3ubNmzn77LNZvXo1ACeffLLLERksN5k4l5UFU6a0qfS0zC1btnD33XdTVFREy5Ytufjii/0ey98U0AYN/O/TOomGTyiF4G3A2UAB8CqwD2e9LWOqhR9++IHU1FTWr1/P2LFjrQiMLZafTLW2adMmunTpwu7du3n//fphPXtvKsVyk4lrEydCQUFisW3lXeD9q6++4tJLL+Vvf3uW5s23BsxNgaaAgtM51Jd1Eg2vMgtBVT2gqhNV9UJV7ej5Oj8awRnjtp07d5KamsqmTZsYPXoBI0b0skFWDLH8ZKqzDRs20KVLF/LyjnDkSDYTJ55nTRVihOUmE+8qOy1z48aNXHrppezdm09h4Wq+++60gLkp0D5/+gkyM6FlSxBxPmdmWtfQcArYLEZEFhJg0WQAVe0bkYiMiSFDhgzhm2++YcyYt3jiidSjZ6i8iQwsIbnB8pOp7nJzc0lJSeHw4RocOrSK/PyzSr3Ge/beclT0WG4yVUWLFlR4gffPP/+c7t27k5iYSN26OezY0a7Y8yVzU7BjpaVZDoukYF1Dp0QtCmNi1FNPPcXOnTsZMuSSgJ2rLEG5wvKTqdaaN2/OsGHDeOWVdPbsOTPg66ypQtRZbjJVQkYG3HBDYbHpoaFOy/zxxx856aSTeOuttzjrrNZ+X+Obm2wxefcEnBqqqjneD5zFk78vsS0oEXlBRHaJyBc+284TkQ9E5DMR+VhEOvk8d7eIbBaRTSLSs7LfmDEVtXPnTiZNmoSq0rp1ay655BLrXBVjKpufjIlXH3/8Mdu2bSMhIYHHHnuMHTsCF4FgTRWizXKTiVX+unIGk5YGd965qVzTMnfv3g1AamoqGzZsoHXr1gFzkO/2tDSbAuqWUBaU70PFFkWdAVxWYtujwAOqeh7wf57HiEg7YCDOjdWXAdNFJBFjomzLli2MHj2aKVOmkOszTyGURGairxL5yZi4895775GamspNN910dFuwHGRn1N1jucnEkkBdOcsqBrt331Vsgfdghdm7777L6aefzqxZswCoWbMm4OSgUBq+lFxM3orA6Aila+j9OIui7gFnUVQguaw3qeoa4KeSm4ETPV+fBHzn+bofMEtVC1R1C7DZc0xjombz5s106dKFX375hRUrVpCcnHz0uVATmYm6+6lAfjIm3qxZs4bf//73nHrqqbzwwgtHt/vLTQANG9oZdZfdj+Um4zLvVcDBgwMvzB4O2dnZ9OzZkyZNmnDJJZcUe86u9sW2YPcIeh1R1b1hapk/GlgqIlNwitCLPNubAh/4vG67Z1spIpIOpAM0adKE7OzscMQFQF5eXlj3F2/Hj4UY3Dr+tm3bGDt2LIcOHWLSpEml4mjaFMaMacxzz53Grl1JNG5cwI03fkPTprsId7hu/w5iJYYQhTM/GROTVq5cSZ8+fUhOTmblypWceuqpR59LS4N333UGVoWFkJjonOmfPt3FgA1YbjIu814FLFkA+grH7S3Lly+nX79+tGrVipUrV3LKKaeUeo01fIldoRSCxRZFBW6n4oui3gKMUdXXReQa4HmgO+AvU/rtuqWqmUAmQMeOHTUlJaWCoZSWnZ1NOPcXb8ePhRjcOv7ixYtJSkpi1apV7N69228MKSkwaZL3UW2gnecjvNz+HcRKDCEKZ34yJuaoKvfddx9nnHEGK1asoHHjxsWez8qCmTOdIhCczzNnwsUX28DLZZabjKv8rc1XUmVvb9myZQt9+vShTZs2rFixgpNPPrlyOzRRF+0F5YcB8zxfz+HY9M/tQHOf1zXj2LRRYyImLy8PgF69evHVV1/Rvn17lyMy5WSLNpsqS1UREebPn8+qVatKFYEQeCHmcE35MhVmucm4qqyrfeG4vaVVq1ZMnz6d1atXWxEYp6K9oPx3QBfP16nAV56vFwADRSRJRFoBZ+J02zImYj777DPOOOMM5s1zzk0cd9xxLkdkyssWbTZV1bx58+jfvz8FBQU0bNiQRo0a+X2ddTSOTZabjNuCXe2r7H16c+fO5aOPPgJg+PDhNGjQoGI7Mq6L2ILyIvIqkAI0EpHtwH3ATcATIlIDyMdzr5+qrheR2cAG4AgwUlULy/etGBO6Tz75hB49elC3bl3OPfdct8Mx5WSLNpuq7LXXXiMtLY0LL7yQ/Px8kpKSAr62Mos+m/Cz3GRiRaC1+SrbqOXll19m2LBh9O7dm/nz51c+UOOqUBaUvxI4BXjZ83gQsLWsHavqoABPdQjw+gzAejCaiPvwww/p2bMn9evXZ9WqVbRq1crtkEz5VSo/GROrvIOsiy66iGHDFvPrX5/Atm1OYZeRUXoAZwsxxxzLTSYmeHPFxIkEzSHl8fzzz3PTTTeRkpLCK6+8Ep5AjasCFoLehU9F5CFVvdTnqYUisibikRkTAdu2baNHjx6cfPLJrF69mhZ22jwuWX4yVdHLL7/M0KFDSUlJIS1tIbfffvzRAs+77hcUH8hFYrBnKs5yk4kl4ezWOX36dEaOHMlll13GvHnz7HaaKiKUZjEni8hp3geee/jsjlATl5o3b879999PTk6OFYFVg+UnU2Wcc845DBgwgEWLFvHQQ8eH3ATGFmKOSRXKTSLSXERWi8hGEVkvIqM82xuIyHIR+crzub7Pe+4Wkc0isklEekbkuzHVmqqybNky+vTpw5tvvmlFYBUSyvIRY4BsEfnG8zgZz719xsSL1atX06hRI9q3b88dd9zhdjgmfCw/mbi3du1aOnXqxHnnncdrr70GWBOYKqCiuekIMFZVPxWRE4BPRGQ5cB2wUlUfEZEJwARgvIi0AwbidCj9FbBCRFpbnwUTLgcOHKBOnTq89tpriAi1atVyOyQTRqF0DV2C08VzlOejjaoui3RgxoTLsmXL6NWrF6NHW+fuaMvKguRkSEhwPmdlhXf/lp9MvJs2bRq/+c1vmD17drHtgSYs2ESG+FDR3KSqO1T1U8/X+4GNQFOgHzDT87KZwBWer/sBs1S1QFW3AJs5tjSXMRWmqsycOZPOnTuzZ88ekpKSrAisgsosBEWkJnAzcK/n4ybPNmNi3uLFi+nbty+tW7dm1qxZbodTrWRlOfc05eaC6rF7nMJZDFp+MvFs8uTJ3HHHHQwYMID+/fsXey4jw2n64suawMSPcOQmEUkGzgc+BJqo6g5wikXAu6hkU+Bbn7dt92wzpsJUlXvuuYcZM2ZwwQUXcMIJJ7gdkomQUKaGPg3UBKZ7Hg/xbLsxUkEZEw4LFizg6quvpn379ixbtoyGDRu6HVLIsrLiv/lDsIWuw/i9WH4ycenqqx/i9df/D/gjH344k9mza1gTmKqlUrlJROoCrwOjVXWfiAR8qZ9tpZavEJF0PFNTmzRpQnZ2dihhVFheXl7Ej1ER1SGuFSsa89xzp7FrVxKNGxdw443f0L37rpDfr6o888wzzJ49m549ezJ06FD+9a9/hSW2cKoOv8toCKUQvFBVf+3zeJWIrItUQMaEg6ry7LPPcv7557N06VLq1avndkghW7GiMdOmUWa3wFgXpXucLD+ZuPOXv6zj9dfvA4YCL7BtW2LAjqDx9DdviqlwbvJcOXwdyFLVeZ7NO0XkVFXdISKnAt6R/Xaguc/bmwHfldynqmYCmQAdO3bUlJSUcn0TMHCMAAAgAElEQVQz5ZWdnU2kj1ERVT2urCyKjR927qzNtGntaNu2Xci55OGHH2b27Nnceuut9O/fn9TU1ErHFQlV/XcZLaF0DS0UkdO9DzxdsOwmZBOzCgsLERHmzJnDsmXL4qoIBHjuudNC7hYYy6J0j5PlJxN3MjN/DeQA/wQSAedvfNiw8N9Ha1xTodwkzqW/54GNqvq4z1MLgGGer4cB8322DxSRJE9n0jOBtWGI38ShYDNxQjV06FAeeeQRnnzySRISQikTHJHuCWAiI5Tf8F3AahHJFpEcYBUwNrJhGVMxL7/8Mpdccgl79+6lTp06nHTSSW6HVG67diX53R5v3QKjdI9ThfKTiLwgIrtE5IsS22/ztGBfLyKP+my39uxVWLABTFYWNGoEIs5Ho0YVG+CoKnfddRdLlizx/C1fQsn/ggsLw38frXFNRcdOF+NMI00Vkc88H72AR4AeIvIV0MPzGFVdD8wGNgBLgJHWMbT6quhMnMLCQp599lkKCwtp2rQp48ePJ8h05FKi0RPAREaZU0NVdaWInAm0wZmL/qWqFkQ8MmPKacaMGQwfPpyuXbtSo0Yos55jU+PGBezcWbvU9njrFhiNe5wqkZ9mAE8BL3o3iEhXnA5856pqgYg09my39uxVmHcA428qNsDw4XDo0LHHu3fD9dc7X4f6b7moqIi//vWvLFiwgISEBBo0uIzdu/2/NgL30RoXVDQ3qeo7+L/vD6BbgPdkANZGyNCihZPD/G0P5PDhwwwdOpRZs2axadMpzJvX7+j/2YMHNyaUWY5R6glgIiDgaFlErgzw1Okigs+8dWNc949//IP09HR69OjBm2++SZ2Sl6LiyI03fsO0ae2KJdV47RYYqXucKpufVHWNpyOfr1uAR7yDNVX13oNztD07sEVEvO3Z369o/CY2ZGU50zELS5T0vlOpfItAr8OHQx/gFBUVkZ6ezoIFCxg3bhzt2z/Cvn3B3xNvV//NMTZ2Mm7KyCh+YguCjx8OHTrEoEGDmDdvHgMHTubZZ/sVOyk2ZUob2rYtO9fZuqfxK9hlk7nAZ54PKH6GSgFLZiYmzJw5k/T0dHr16sXrr79O7dqlr6bFk+7dd9G2bTvrFhhcJPJTa+ASEckA8oE7VfUjnFbsH/i8LmB79pKd+WKhe5jbMbh9/EAxrFjRmClT2lBYmOj3Pdu2eRsv+r84s22bkp2dE/S4hYWFPProoyxbtoxrr72WGjWGMmyYUlQUfMqVSBEJCVKhjn+BxOrvoQoe38ZOJuxC7SRenpk4+fn5XHPNNSxcuJBp06YxadLoUlf1CgoSQzrpVZErkSY2BCsErwKuBc7FuSn5VVXdHJWojCmHSy+9lJtvvpknnniCpCT/99fFG+sWWKZI5KcaQH2gM3AhMNvT4CGk9uxQujNf3bp1Xe8e5nYHM7ePHyiG666DgiAT9Vq0cH7t/gY33ufL+r6KioqYPXs2Dz74IAUFVzFtWjuKisqOt6jIuXewvB3/gg0Wy/N7iNTyNW7/W4jS8W3sZMIq2PT1yvxdfvnll6xevZrp06dz4om3BJyuHspVvfJeiTSxI2CzGFV9Q1UHAl2Ar4GpIvKOiHSJWnTGBLF06VKKiopo1aoVzzzzDHPnJlnHqmoiQvlpOzBPHWuBIqARIbZnN+4rT9e6sgY3eXnQqxfUquX/+dzcwMc4fPgw27dvJyEhgWeeeYZ7773XbzfgkhL9XJwMteNfuJo1WNOHyrGxkwmkol01y9MJNNjfr/f4IkdITob1689j8+bN3HLLLUFzTChX9dLSIDMTWrZ0mmq1bOk8thPasS+UrqH5wF5gH3A8EN/z7ozrwtFi+OGHH+ayyy5jxowZR/dpg5foiLEW0eHMT28CqQAi0hqoBfyItWePC+XNAWUNbnbvhpkz4YYboGFD/6/xd4yCggIGDBjAxRdfTF5e3tHOe4G6AYNz5vzllwl4tTCUM/LhaBsfzv0YGzuZYyozRinP/XeB/n5HjfIefx+QSm7udNLTYcWKJkGPARryVb20NNi61cljW7daERgvAhaCItJVRDKBT4CuwBOqer6qLo1adKbKCUfB9uCDD/LnP/+ZtLQ0hg4dCtjgJVpipeCubH4SkVdxmr20EZHtInID8AJwmmdJiVnAMM/VQWvPHgdGjSpfDvC3vElJBw7A4sXw44/Ov/eWLf2/Ztgw58RIy5b5/OY3VzJ//nzGjRtH3bp1j76ucWP/81ATE4+dOa/M2pvhatZgTR8qx8ZOxp/KjFHKkxcC/Z3u3g0HDuwBfg+8BzQqdvxAxzjxxMNW0FVxwa4IrsTpjPcOkAQMFZEnvR9Ric5UOcHOViUnQ2pqF7/reDnTGZR69e7lvvvu47rrrmPmzJlHl4mwwUt0xFDBXan8pKqDVPVUVa2pqs1U9XlVPaSqg1X1HFW9QFVX+bw+Q1VPV9U2qvp25L4tUxEjRlDu+1tKTmUKxDsFNCEh8P2ChYWgeoBt2/qybt3bDB/+LCNHjiz2mhtv/MbvupozZx47c16ZtTcrU0RGYj/VmI2dTCmVGaOUJy8E/jvdjbP6yKfAHOCaYscPdIzbbrPbW6u6YIXg9cA04CPgY5yzW74fxpRbsLNVzlUmKTWn3XsFCr5i795HSUy8kdTU50n0uaHGBi/REUMFt+UnAzg54plnAj8fLAf4TmXyd7UPnCLRewU8uInACuAFVq5ML/Vs9+67yryHpjL32VSmiIzEfuJBhKa5W24ypVRmjBIoL0Dpf7/+/n6PO66AxMRuwHrgDaD/0ecSEpz3BTpGODoWm9gWsGuoqs6MZiCmegjUYrgk36tMx65AtQY+orDwHO69N4EhQ4693jpWRUestIi2/GS8Jk4MXqSVzAGBOmL6yyEioRSAXvfhnHHvHfQqZFlFXUU7BpenbXw09hNJ4ehqGqlOjJabjD+VHaOUzAuB/v1mZjofxf8+kli6dDizZ7eloKBHsf0WFhb/d1/y377LK86YKAilWYwxYZOREXwalq9t2yA3twi4HfD+33oukFBqoGUdq6KjOl0tMPEh2NVoERgyBAYO7Hx0hsH11xe/x/X66wOfES+7CNwDjAUOAvWA3gA0aBCWb63cwtWsIZabPoTrPuUYmuZuqoHKjlFKXr0Odk+09+9327btzJr1AWlp8OKLt/P88z0q1ZnYVE1WCJqoSksL/Qx78+ZF1K17C/A3nD4dx/i7AhXLg5eqwgpuE2uCXY1WdT527qxNejrcfDMcPlz8NYcPO4MqKJ1DAk0XdfwE9MDJTx8Ve2b/fte76VZZ4SrgYmiau6kmKjpG8XfyI9A90d57mp94IpcuXbowYMAACjwLpqalVa4zsamarBA0URd8cOU47rhCkpNvJC8vE7gbeOToc3YFyl1WcBs3lTwz3qtX2d0/wSkWfvnF/3OBBlWBO4v+iDMN9HNgHnBpsWcPHbIz7JESrgLO7is38cLfyY9gcnO/ZsyYS/n++594/fXXSUo6tnSN/bs3JQUtBEWkp4jcICLJJbYPL2vHIvKCiOzytGL33X6biGwSkfUi8qjP9rtFZLPnuZ7l+zZMPAk+PVRp0aKIDh2uZ82af1Kjxn1ABuC8QcRp1W7Fh6lMfjLxyd+Z8ZkznZzgvUodaM2/ivB3Bbx+/Z04qwJ8ibPEZG+/77Uz7JERroFsJKe5W24y4VS+XLIJuBTVXzjppFV06tSp2LN2e4cpKdg6gn/BaYPWHlgpIrf5PH1rCPueAVxWYp9dgX7Auap6NjDFs70dMBA42/Oe6SLiZyaziReBurF5b/IPND3U6dCXQPfup3PSSQ9x5Mj9eItAcN63eHGEgzcxLwz5ycShQNMCFy92rk6/9BIcPFj+/QYrHkteAZ8w4SdE9gOLgMDnLO0Me2SEayAbqWnulptMuJUvlzwJHAFW8/3355d61m7vMCUFuyLYB0hV1dFAB+ByEZnmea7Mdh+qugbnJgpftwCPqGqB5zXevrT9gFmqWqCqW4DNOOvwmDgU6Gb+ESN8l4Lw5zANGjgXkO+77z727bvH76vsTLuhkvnJxKeypgWGMoWqVq3Sj594ouxj79mzB1Vl3Li2/POf/6Vhw24BXyviTFn1PSHmbVhjKiecA9kITXO33GTCyt/Jj9Kzqrxn1/8KfAi0D1hA2u0dxlewQrCGqh4BUNU9OMntRBGZA9QK8r5gWgOXiMiHIpIjIhd6tjcFvvV53XbPNhOHAp21z8wMNkgrIDFxAPv2XUrz5rtJSHAGT/7YmXZDZPKTiXFlTQss6yRRYiLccEPxIuKFF8oeCOXm5tKhQwcmTZoEQI0atYJeeVSF556D4cOPnRDbubM2w4dDo0ZhX7eu2onxgazlJhNW/k5+/OlPvsXhx8DvgJ1ATSDZpnuakAVcRxD4WkS6qGoOgKoWAjeIyCTgqkocrz7QGbgQmC0ip+H/LJnfyYMikg6kAzRp0oTsMC5ykpeXF9b9xdvxwxXDtm1d8PcrLSxUv9vhILVqXcWhQ28j8gTbtzf0vB6cfwbH3pOUVMjgwZvIzo7cIqdu/x7cPn6sxFCGSOQnE+PKWourrHVKCwudewrLcwXpm2++ITU1lb1799KzpzMVNJQrjyW7k4LTRMbbmCZc69aZmGO5yYSdvzX+Lr4Y7rzzfb7//jISEhpw4okH2bs3Ntf+NLErWCE4wN9GVb1HRJ6u4PG2A/NUVYG1IlIENPJsb+7zumbAdwGOnwlkAnTs2FFTUlIqGEpp2dnZhHN/8Xb8cMUQaDCWmCie4s7XQWrXvoL8/GU0aPAsP/2UXuL5Y0Vgy5aQkZFIWlo7oF2lYgzG7d+D28ePlRjKEIn8ZGJcWYud+ysUSzpwwGkuM2RI2QOmr776itTUVA4cOMDKlSu54IILgPBNT/dd98tUGZabTFQ0b76GvLw/cMYZp7Bq1SqaN29e9puMKSHg1FBVPaiqxSa/iMj9nuf+V8HjvQmkevbVGmeaxI84rdcGikiSiLQCzgTWVvAYxmWBbuZPT/fXin0y+fnLef755/n555JF4DEtW8bkFCDjkgjlJxOjfO+1GzUK8vL8v67kFKpACgvLXoz84MGDdOvWjfz8fFavXn20CITwTk+3e54rJlBDMrdZbjLR8M4773D55ZfTrFkzcnJyrAg0FVbedQT7hvpCEXkVeB9oIyLbReQG4AXgNM+SErOAYepYD8zGWTV8CTDSM53CxKFAN/NPn+6ciS8+QJtAUtISkpKGBx1c2WDJhCDk/GTiR8nmU7t3Ox/eQm7IECeneIsB3/vHQlmzNNBi5McddxxTp04lOzubc889t9hzgdcXLD+757n8AjUki5Vi0A/LTSasWrduTa9evcjOzuZXv/qV2+GYOFbeQjDkjleqOkhVT1XVmqraTFWfV9VDqjpYVc9R1QtUdZXP6zNU9XRVbaOqb5czLhNjAt3Mv3gxqO4DbsZpKlubgoLfM3Gi9z4f/+tK2GDJhMA68lVBZd2P512Kxl8xEGrBlpvrNHFp1AhEPqNx44VkZcGAAQM4++yzS73e92RXKETgxBMPUbNm8e3W0KFiAjUk81fQxwjLTdVIJK9Wv//++xw+fJjGjRszZ84cmjRpEr6dm2qpvIVgBwCfbp/GlEtu7h7g9zgXhz86un3bNmdw1a/f/0pN6bLBkgmR5acqqDyzAUoWA96CrUmTfEScrqGBOFcaPwZS+eGHO7jppkNBB3Dek13BpqCCUywWFcH8+e/xz3/a+l3hUNYyIjHIclM1Ecmr1XPnzuXSSy/loYceqvzOwixWp2qbsoVcCHoWfb9fRL4C7IZnEzJvghD5CegBfArMxXcxZu8Vv9GjN/PSSzZYMuVj+anqKu9sgNzc4oORtDSYNesDXnoJ6tUL9s4PgG7AScByDh6sxahRlYuvZk3nfkbvOoIQO8sexPPAraxlRGKJ5abqJVJXq1955RUGDhxIp06dGDt2bNDXRvtvOw6nahsfQQtBEWkpIhNEZB3wEjAC6KGqHaMSnYlJgZKMv+3HEsSPOIOsz4F5QL+j+yt5xS/G14gyMcLyU/XQq1fZV91KKjkYWbGiMenpx5ZuKO0dnJNUJwNrgGTAeX1Zg5lA00+PP96J23s/486dtV0fHB07KefcWxmvA7dADcliZeaI5abqKxJXq2fMmMHgwYP53e9+x9KlSznppJOCjsOiXZTF4VRt4yNgISgi7wGLcVanvFpVOwD7VXVrlGIzMShQkhkxwv/2UaO8CSIfOITTILY3iYl2xc9UnOWn6iEry1n3T0vcOlwrxGW5vYOR5547rYx1/xYCTXGKwOLd9wYPdgZaI0b4H3j5a4718svO/YaHDvmPxw3eYti7tE/Jn2k8DdwCNSSLhf9HLDdVb+G+Wr17925Gjx5Nt27dWLx4MXXr1g1a7LlRlMXhVG3jI9gVwR+AE4AmOKdJIVAnD1NtBEoymZn+t+/evRsoxFkach3e6aBFRXbFz1SK5ac4FurUpUCNYkoWWMHk5sLOnUkBnvXu6BGcqaH+u+/l5sLTTwc+y+5vFkOsDY7KLobja+AWwzNHLDdVY+G+Wt2wYUPWrFnDwoULqePZcbBiz428E09TtU1pwdYR7Ae0x7mh6wER2QLUF5FO0QrOxJ5AyaT0QvEA/wMuArw32tQ4+owlCFMZlp/iV3mmLpVn8BKoEYwzrdTf3NLFwFnAZs/zQW8gLMXfWXbfAjchwP+ubuW+XbsCFcPHWF6uPMtN1Vu4rlZPnTqVqVOnAnDuuedSu3bto88FK/bcKMpifaq2CS7oPYKquldVX1DVHsBvgP8D/ioi30YlOhNzAiWT0oOwbUAX4DuSkgYWe8YShAkHy0/xqTxTl8ozeCksLD0YESk9BdIxH7gCqO/5qBjfAVnJAtffyTE3c1/jxgVBn7e8HD6Wm6q3yl6t/stf/sKdd97J2rVrUT8JLFix50ZRFstTtU3ZQu4aqqq7VPVvqnoRcEkEYzIxLFCSSU/33b4Vpwj8gfvvX87zz//OEoSJKMtP8aM8U5fKs3C7N7f45hr/ReDrwNXA+cBKoGFoB/DDd0AWaBqr937oJk3yXc19N974jd9CGSwvR5LlJhMqVeX//u//mDhxImlpaWRlZSF+OmUFK/bcKspieKq2KUNZXUN/KyJXi0hjz+NzReQV4F9Ric7EnEBJZvp053OLFkeAy4E9wEr++c/Yapluqg7LT/GpvFOX/p+9Mw+vorwe/+cQ1oiohEIVJLiBoj9thVq0CgGxKrXSuoJBEaQUsJaK1qK4VY0rFLcvKCqCkIJo3RcUlIC1IrVWLagIrYCAEBYFIxBIcn5/zAy5uZm5uTe5y4Scz/PcJzPvzLzvmbl3Tt7zvuc9p0WLmuuM7ARF6prqCd/fBC4GTgLmEeQO2rQp1ZK/B7XpEWTgeuuhZ89enFHd17dvcTXdPWOGYyybXk4uddFNIjJVRIpFZGlE2Y9EZLGIfCQiH0S6mYrI9SKyUkSWi8iZ/rUa9YEbbriB22+/naFDhzJ9+nQaN27se15Nxp4ZZUYixIoaeh9O1u/zgVdF5Bac/5zvA0elRzwjjAQpmfx8uPPOxjRr9n/A20D3eheW3Kgf1FU/+XW2Io5dKyIqIm0iyqyzlSTidV3yXC2DUj7EM5tVva2Tgd8DbwCtqpzbrFllp2rqVBg2rNLlPSsLTj899ih7fQiYYB3E1JOEvtM04KyosnuBP6vqj3DcTO912+oKDACOda+ZJCIBq2WNsNOxY0dGjRrFY489RlbQomcXe5eNZOE/3ODwC+DHqrpLRA4C1gPHq+qK9Ihm1Cc+//xz3n//fW65ZTClpX2qHPPW/5iiMpJIXfXTNOBh4KnIQhE5FCeh3JqIssjO1iHAfBHprKq+IZKMqsyf35bLL68MZFBQ4BhRXoQ7ryxaPwS5WoJjiPldE413/Morn2XbtrPIydmfLVv+4ntuWZnTqYLKtBXeOr/ycnjvvdguVgUFjuEaKbOtu2uQ1Ek3qeoiEekUXUzlyMUBbp3gJOSdraqlwJcishJnuvu9ut2CkS4qKipYvnw5ACNHjsywNEZDJJYhuFNVdwGo6jcistyMQMOPpUuXcvrpp5OVlcXXX/+a6JF2qF9hyY16QZ30U0BnC2AicB1ONBEP62zVksJCGD++C6VunJLVq528fDk58MADsQ25IJ0h4oyAx8v27ZPZtm0U/fuP45VX7gg8LzK4S6yANkEye+U1GbjGPk8q+k5/AN4QkfE4nlynuOXtcfKeeKx1y6ohIsOB4QDt2rWjqKiojiLFpqSkJOVt1IYwyVVeXs6ECRNYsGABDz30UMLXz5/flscfP5zi4ma0bVvKsGH/o2/f4qTKGKbnFU1YZQurXEHEMgSPEJGXIvY7Re6r6rmpE8sIM17S0jVr4Ic//JiSkr7sv39T3n77bc48s9XehMWRhMk9ytgnSLp+EpFzgXWq+nHUAv1ad7bC8A8hkzJcc00PSkubVyvfsgWuuKKczz5bHthxadu2Bxs3Vr+2bdtdFBUt9rmiEq+DtHHjI8DVtG17Oq+/fkNAmhuHRo0qKCpaBMCaNb3wSzmxZo1SVLQwsI727WHatKpl3qPP9G8h0+2HQYY0tZ+KvtNI4GpV/ZuIXAQ8AfTFPy+Kb4gkVZ0CTAHo3r275uXl1UKM+CkqKiLVbdSGsMhVVlbGkCFDeP3117n55ps54ogjEpKrsBAmTqwcsNq4sTkTJ3blmGO6JnXwKSzPy4+wyhZWuYKIZQj2j9qfkEpBjPqBt27HUT4f8vXXZyCyH7fc8jYffHAkJSXVrzH3KCMFJFU/iUg2MA74ud9hn7K4OlstW7bM+D+ETP5TKo4xOF1amsXMmV25446uvscnTPB3tZwwoXm1+4kcnGrdGrZvhz177sOZ3D2P4uK/ArHz6PXu3WhvvR07EjCgJbV+lpnuHGS6/TDIkKb2U9F3GkxlQt5ngMfd7bXAoRHndaDSbdQIKXv27CE/P59nnnmGgoICbrjhhoQHKGrjtWAYfgQagqoaOOwpIj9LjThG2KmqfN4B9kd1AXfddRg7d1ZXTPG4gBlGoqRAPx0BHAZ4s4EdgA/d6HzW2aolQQaVRyyX8XhcLQsLYcQIqgxAOcFlvgH+ghMhdAZQQwhQYOXKym1b72fUlhT1ndbj5GQqAvoAnqvpS8BfReQvOOuXjwKW1LINI01MmTKFZ555hgkTJjBmzJha1ZFIGh7DiEWsqKFZIjLQjaB3nFt2joj8AyfIgrGPUlgInTpBo0bO38iIn46S8RITjwY+AQ5jyxb/wA4tW5oRaCSfZOsnVf2PqrZV1U6q2gnH+DtRVTfgdLYGiEgzETkM62zFTUEBNGsW7I+pWl3HRBIrMl5hIQwdSpQXgrqfg3CCNM4kHiMQqnagLEGyUVvqqptEZBbO+uMuIrJWRK4AfgNMEJGPgTtx3c9VdRkwB/gUmAtcaUGsaiZWHycdjBgxgtdff73WRiDUjyjFRv0glmvoEzij4EuAB0VkNU7s7bGq+kI6hDPSz/z5bav4nXvpH8DpBLVt+w4bN14CvAB0wy8wTCQ2OmWkiDrpJ7ezlQe0EZG1wC2q+oTfuaq6TES8zlYZ1tmKm/x8+Oyz5TzySNfANBDROiZexo2D3bsjSxS4AWegagKQWI8ougOVn2+Gn1Er6qSbVHVgwKFuAecXADZXHSc19XFSxY4dOxg9ejS33nor7du356yzojOEJIZ5LRjJIlZC+e7AGap6PdAPuBDIMyNw3+bxxw8P9DtfsGAB3357FiItgYP3Hs/OdlxA/bDRKSNF1Ek/qepAVT1YVZuoaodoI9CdGdwcsV+gqkeoahdVfT2ZN7Kv07dvMZs3w8yZfgneHTwd4zdSHzR6X3WQSYFrgbuBHQQs4dzbvkSt+rQOlJFErO8UYmL1cVJFSUkJ/fr1Y+rUqbz3XnKCTZvXgpEsYhmCu1W1AsANhfyF6yZl7MMUF/sHVFi9eh79+vXjyCMP4+GHi8jNPaSK8nnggfiSRBtGkjD9VM/w3DyjjTCP1avh0kudv6rO36FDYciQqmXDhzvGYOvW3pWKkyT+L8BVwGT8/rXl5jrtq8KMGf4dqEy7jBn7BKabQkxQHydV3kvbtm3jzDPP5O9//zszZ87kggsuSFrdllTeSAaxDMGjReQT9/OfiP3/iMgn6RLQSC9t25b6lP4T+CW7dnVm27YFHHBAu2rKJz8fBg+GrCzniqwsZ98Ukz/W4awzpp/qKbG8BDRqIm/3btizp2rZjh0werQTGdRhNM7Sq2uAB/AL8tqsWXmVQSm/DpQXEdnP6DSMBDDdFGL8+zjV9VIy/kd/8803nHHGGSxZsoSnn36agQODvH4NI3PEWiN4TNqkMELDsGH/Y+LErlGuEyfgdLauY+3aHF9/+sJCmD69Milzebmz/7OfmTEYTdUUHOlbo7CPYfqpnlJQ4MzyRRt4iVB1vWFv4ADgNiKNQBHHoMvNhUGDlpOf75+mwiMoHPvgwc5MpSWIN+LEdFOI8evjRHsvJet/dEVFBQDPPfccv/zlL+souWGkhlgzgi1UdbWqrgY2eNvu/sExrjPqMX37Fu/1O4e5NGpUDDQF7gGchYBe5yhypCxWThujKvaskoLpp3qGN8J+6aXETOweH2XAP9ztXwO3Ez0T6BmBq1Y5+zWN7ge5hpWX2wyhkRCmm0JMZB8naG1dXf9Hb9q0idLSUnJycli8eHGtjEDzGjLSRSxD8K8R29GrWyelQBYjJOTnw733ziEr6xwqKq73PSe6cxSUK8yihlbH8v8kBdNP9Yhot0t3oLxGmjb1K90DDAJ6AstjXr9mjdP2+PFdanT5jCewlQ3YGHFguink1LS2ri7/o9evX0/Pnj25/PLLAWjUKFY326GwEAYM6LHX6Bs1ytzUjfQR6xcqAdt++9UvFpkqIsUistTn2LUioiLSJqLsehFZKZ/+J7cAACAASURBVCLLReTMGiU3UkZhYSEDBgxE5BTg/hrP37Gjcm1gNBY1tDqW/ycp1Ek/GanHG9Hu06cXl17qn2fUDy+YTG4uTJ0afXQ3TpL4p3EihHaJWVfHjo7hVlpaVUH5GXQFBdUDXvlhAzZGDZhuqufU9D86aLbuq6++olevXqxdu5ZRo0ZVuz4oKvLw4bBxY/O9Rt8jj5jXkJE+YhmCGrDtt+/HNKBaohQRORQ4A1gTUdYVGAAc614zSUQCTAujNsTrZjB37lwuvfRSoBdlZa8D+8dVf3m5RQ2NF78Opz2rhKmrfjJSSNUZQKkWBCaInBwnoqdq5Uh9ZcqJUuB84HngAUSujVmX907FO7rvhWOviX1twMZc0JKO6aZ6SOR7UFICTZpUPe7pk6CgUhMnfknPnj3ZtGkT8+bN47TTTqtWv991o0dXN/qC9KUNQhmpIJYh2EFEHhSRhyK2vf32NVWsqouArT6HJgLXUVUh9gdmq2qpqn4JrAROivsujJgEKaBRo6p2AKZNK2XWrFk0a9YX1VeA/eJuw/Ozt5w2NWP5f5JCnfSTkToKC501xPHMAGZlVb4DM2fC5s3V34PKgZNZwCvAZLKzf8+IEdU7ax6R71SiM/BB3g2w7w3YWKTUlGC6qZ4R/R5s2eLopZyc6v+j/dcPVvCnP/2abdu28dZbb9GjR49qbQStO6wa+Co2+9oglBEOYkUN/WPE9gdRx6L340JEzgXWqerHUjWZVHtgccT+WgIUpogMB4YDtGvXjqKiotqI4ktJSUlS6wtL+9dc04MdO5pXKduxAyZPVjxPldWrlREjGjNkyGM88shpQIuA2pRmzSqquFo1a1bOoEHLad++mGnTqp6d6O1k+jtIlwzt2xP4rBrKM6gjSddPRu3wgkWtWePk9tu+Pf5gMNOn1zwA4h2/4YbBrFlzDLm5P91rjD3xRNVzmzZ13Ekj6ywogCuuKK+is/wMOq8zGCR7To6TL3VfGrCJFRRjX7rPNGO6qZ7h9x7s3g0tWzqDU5H4z8o1Ys+ex1mwoAknnHCCbxuJzuZ5UY899rVBKCNEqGrKPkAnYKm7nQ28Dxzg7q8C2rjb/wcMirjuCeD8murv1q2bJpMFCxYktb6wtC+i6qiUoM+DCpcolGmrVqWalRV8bm6u6syZzl+Ryv1kkenvIAwyZLr9MMgAfKAp1E3p+HTr1i3jz1E1td/lzJmq2dk16Rf/T05OZR1B+mT79u16wQUX6LJly6q1nZsbrKOi623VqlRzcmLrrKD6GjVKjo7L9G/Br/2g/w0i6ZMhnSSj/X1FN6WaTH3XNfVP6voeVNUT/1H4SxW9E0SQfsnJqa5Ds7NVR45MXT8rETL9zsYirLJlSq7a6qbAGUEReakGA/LcBG3OI4DDAG82sAPwoYichDMDeGjEuR2A9QnWbwTQsWNwVE/4C04i5l8D5WzfHuBr5VJS4vz1QrIbRiZIgX4yEsRzAa1NKogmTZzZtVj5un75y+2cffbZvP/++1x88cV07dp1b7vjxgXrtNWrq9e7fXtTsrOd9YdBM11BI/bxRjitjwT9bzAXtNpjuilz1Db/XyLvQUGB18a/ccJdNKdFi8spKDgopmyV11WWZWc7ehDgmmt2UVzc3PKVGmkn1hrBk3EMsneA8cCEqE9CqOp/VLWtqnZS1U44xt+JqroBeAkYICLNROQw4ChgSaJtGP706xd05G4cI/BCnCh8TakpqNmWLbaGxAgFSdVPRmLU5EZZE951Qa6JY8d+wxlnnMGSJUuYPXs2F1xwQZV2gwe2HJcqvwAMNUXdi2X8pCNaXyaCtljgqpRguilD1Db/XyLvQX4+/OlPS2jUqA+wH4ccspDHHjsoLhf3oNgA+fkwe/biwHQWhpFKYhmCPwRuAI4DHsAZ+tisqgtVdWFNFYvILJwcOl1EZK2IXBF0rqouA+YAnwJzgStVtc4phxs6Xsdi8mS/o/cA1wOX4KQ9ij0TGImFMTZCQJ30k1E3/DpciVBREcug28ratX3597//zbPPPrvXCIy3XdXgAAyx1unEMn5SHa0vU0FbLHBVSjDdlCFqm/8vkffg3XffZfz4vnTq1JpVqxaxbt0Rcb8vNeUvNIxMEGgIqmq5qs5V1cFAD5xInkUiclU8FavqQFU9WFWbqGoHVX0i6ngnVd0csV+gqkeoahdVfb2W99PgCBpFrnnk/BRgBPAUsWMG+WNhjI1MUlf9ZNQOT9/EmpGLRGI4GATnH21O8+bteOGFFygp6V9Fv8XbbhCxZv3y852AMIlelwxqO5ORDKxzmlxMN2WOuuTojfc9WLlyJYcccggLFy4ktzK3jWHUW2LNCOK6ap4HzASuBB4EnkuHYEbNxBpF9h85V+Bdd/s0YDIQ3ROrmsAmqCNXm46R5asykonpp/QSj1tmNK1bO1GFg6iaf3QjsI3s7Gwee+xVvvmmXzX9VldWr46tex54oGYXsVTosdrOZBjhxHRTZkilq/O3334LwODBg/n444/p0KFD3Ss1jBAQaAiKyHTgH8CJwJ9V9SeqeruqrkubdEZMYo0iV+9AKM56wFOBIt/6srOhf/91VdwjRoxIjmK1fFVGMjH9lH5q4w66dStce+3ywNx8WVlw8snQqNF6oBdwIZddpgwaJHV2Pw0iWvdEGnbjxjkBcIJcxFKlx+oyk2GEC9NNmSNeF89EB3NeffVVOnXqxDvvvANAs2bNAs+1AW+jvhFrRvBSoDMwGviHiGx3P9+JyPb0iGfEItYoctUOhAK/ByYCVwG9mDnTSeAcrTD/8IeVVdwjJk2qqlhzcqBFC7j00sSUXCZdn4x9EtNPaaY2s1MdO0LfvsVMn159QAmcGcG33vqKiopeOIGib2bqVKGwMLEZQM9zITc32L0zEk/3+Bl206c7A11+LmKp0mMWtGWfwnRTBqnJxXP+/LYJDea88MIL/PrXv+bII4/k2GOPjdm2DXgb9ZFYawQbqer+7qdVxGd/VW2VTiENf2KNIhcUeJ2jCmAk8DAwBniA3FzZG6kqHp9477wZM2DnTicQQ6JKzlyfjGRi+in9BOkbb7Yv2o080pDxRuqrzwyuAnoCm4A3gVPZvRuGDo1frqwsx3NB1dFTF10Ue22ix5o1iRt2qdJjFrRl38F0U7h5/PHD437nn376aS644AJOPPFE5s+fT+vWrWPWbQPeRn0k5hpBI9zEGkXOz3c6R7AAeBQYC4wnO1tqPcpcFyVnrk+GUb8J0jfTpztG2IwZsQ2Z/PzonHwKDAK2AfNx4mo47N4dv1zl5Y4MhYXOx5OnJjp2TNywS6Ues6AthpF6iov93Tqj3/nFixdzySWXcPLJJzNv3jwOPPDAGuu2AW+jPmKGYD2mplHkSZNg5szTadfuXeBOcnOlTqPMQcps9eqa/eHN9ckw6jc16Zt4DJmqBpMA04C3ge51ks0bkIp3XaGne4IG+P0Mu8JCKCkJrsswjPDTtm2pb3n0O3/SSSdx3333MXfuXPbff/+46rYBb6M+YoZgPcev81VWVsZvfvMb3n33XfLzYcOGU1CVOo8yx1JmNbmKmuuTYdR/6jprVVAAzZsvw0mzpsCRwI+SItuaNfGNvHu6B+C776ofb9KkepTQNm1g0KDq+QlzckyPGUZ9Ytiw/8UclJ42bRqrVq2iUaNGjBkzhv322y/uum3A26iPmCG4j7Fnzx4uueQSHn/8cd5///2k1u2n5KKJ5Spqrk+G0bA57riPadIkj6ysJ4Gvk1p3x47xjbx7rvPjxvm7oLZqVT1KaFCC+pYtTY8ZRn2ib9/iwEHp+++/nyFDhnDffffVqm4b8DbqI2YI1gOiwxGPGuUfnnj37t1cfPHFPPPMM0yYMIExY8YkVY5oJReE+cMbRv0kWaHPI+sZMKAHhYXw4Ycf0qdPH1q1asanny5E9ZC4InzGgzfqHs9glTdQFaSntm6tem4sV1PTdYZR//AblL7nnnu4+uqrOf/885k4cWLCdXo679JLnf0ZM2zA26gfmCEYcvzCEU+eXD088bRppfTocT7PP/888BAPPjgmJSGLIxVobq7/OeYPb4QdEZkqIsUisjSi7D4R+VxEPhGR50XkwIhj14vIShFZLiJnZkbq1JKs0OfR9Wzc2Jwrrnif007rQ8uWLVm0aBGdO3cGqhpdtSVy1D0/38kDGAvPeItnPU9Nhp7pOsOo36gqt912G2PHjmXgwIHMnj2bpk2bJlSHpY0w6jNmCIaceIIf7NgB11yTxSef7Ac8AvwuLYrI/OGNesw04KyosnnAcap6PPAFcD2AiHQFBgDHutdMEpGAFOn1l6CowKNHJzZL6FdPaelW9uw5hEWLFvHee4fvra9RHf8DnX668zcyr+lrr8W+xjPe4tFfsQw903WGUf8pLS3l5ZdfZvDgwcyYMYPGjRsnXIeljTDqM2YIhpyaXY92ABvYurUx5eWzgN9WHkmxIsq0P3yy3NiMhoeqLgK2RpW9qapl7u5ioIO73R+YraqlqvolsBI4KW3CpokgXbNlS2Ij3VXr2ez+PZs9ez7h73/PZciQyvrKy+sm89tvV5ctViJ6v9yGsfRXkKupBYkxjPqNqlJaWkrz5s156623mDp1KlnVE53GhaWNMOoziQ99GGmlY8dYHZsS4Jc4yZj/DTSpdkaqFZHnjpVuPFcMbxTO6wR6MhlGHRkKPO1ut8cxDD3WumXVEJHhwHCAdu3aUVJSQlFRUQrFrJl4ZWjbtgcbNzav8TzHA2EX7dsv9j1eWc9bwK+AGcCvaNeujFGjKtizx8/tSnHSSUTuewQvSI7OF7hjBzRqVEFFRfUxzkaNKjjjjPVcc00bLr20GW3bljJs2P+YNq24ynmRj+qzz9rSuPGReLq1Vas9XHXVSvr2La52bk1k+reQ6fbDIEOm2zfCQUVFBaNHj+aLL77g5ZdfplWrVnWqL6ifZq7jRn3ADMGQU1BQ1eCp5DugH/APmjadwf77N/GNbLevKqJYrhhmCBp1QUTGAWWAN+/lZ4n4pixX1SnAFIDu3btry5YtycvLS4WYcVNUVBSXDBMmBOma6hQXNw+s87zzYPLkN3CMwKOAU8jOhgkTmjNoUFCNlY9YBPr0EVaujD27F0RFRSOys6veR7Nm5QwdmsX06R32lm/c2JyJE7tyzDFdfXVGYSFMnFi1nrKyphxzTFfy8romLFe830OqyHT7YZAh0+3Hg4hMBc4BilX1uIjyq4Df4eimV1X1Orf8euAKoBz4vaq+kX6p6w8VFRWMHDmSKVOmcM0119CkSfUB9ETx66eZ67hRXzDX0JDj5740dOg2mjb9OfAebdrMZurUS3jggdqt1xs1Cho3dupu3Bjuv//IlN1LMjFXDCMViMhgnE5Yvure+aa1wKERp3UA1qdbtlTjp2uConoGDTAVFsLUqa8A5wJH4ySL/wFlZTBiRHxyqFa6fMYiKHKx5+IZeR/XXruc115LbB2PrfsxMsQ0otYvi0hvHBf141X1WGC8W94g1i8ni/Lycu69916mTJnCDTfcwH333YfECoEeJ5leJmMYdcEMwXpAdKjjsrLfo/ovnnvuGTZtunCve2aiimjUKCcCqbdOp7wcXnyxPaNGpeOu6kY8Ef8MIxFE5CzgT8C5qhppArwEDBCRZiJyGM4015JMyJhqonVNTQNM0et0hw//nNLS84DjcVxD2wDC7t1QUhK/HNEunx7eEp7cXMewjJatSROnnegQ7n37Fic8eGSDTUYm8Fu/DIwE7lbVUvccz5+5Qaxfjpea4gaMHj2aN954g9tuu42CgoKkGIEelifZqK+Ya2g95N577yU/P5+f//znVco9xTNunNNZ8UaugxTSlCl+pcKjj8KkSUkTNyWYK4ZRF0RkFpAHtBGRtcAtOFFCmwHz3A7CYlUdoarLRGQO8CmOW9aVqlrHMCf1g2id0rFjZUJ2v3W60AV4GLgYOCCpsohAWVnVsp/9rFK21q3hu+8qk7+vXg2DBjlRT0eMaJvwOh5b92OEiM7AaSJSAOwCrlXVf1KH9cupXiuZ7vWY8+e3Zfz4LpSWOqNFq1fDFVeU89lny/eu6f3xj3/MsGHDOO2006rJNn9+Wx5//HCKiyvXD3vXpYOwrl8Nq1wQXtnCKlcgqlpvP926ddNksmDBgqTWl8z2N27cqH/84x919+7dgefMnKmana3qjKc7n+xsp9yPyPOiP0HXpJpEvoOZM1Vzc1VFnL/JkjnMv4OGIgPwgYZAx9Tl061bt4w/R9XUvVM5OZE6Y5bCRzF1Sl0/ubmxZc/NDb62WbMyHTkyMf2YqD6tiUz/FjLdfhhkSEb76dBNQCdgacT+UuBBnMW0JwFfutv/BwyKOO8J4Pya6k9238mPdH/XQe9/x4679KmnntKKiopAuZL9rteGTL8bQYRVLtXwypYpuWqrm8w1tB6wYcMGevfuzcMPP8zSpUsDz0t0TUusSMn1YR2MuWIYRt3x3KlEHJfKeFJFFBYSEZzqSeASoO7T8SLQtWv19X/xzPbHctksLc3itdcq3efB0X+efvS7R1v3Y4SItcBzbn9vCVCB43fdINYvx4P/+7+TNWv6c9lll/Gvf/0r8FpbD2w0ZMwQDDnr168nLy+P1atX89prr/Hppz8O9IFPdE2Ll24hkWsMw9h38Nw7PRdI9UnHENkZ8ozGyuifU3AybZyBE+MiMVq2rBqQJjsbVqyoLodnpMbKF1qTy+aaNY4R5+UG9NZGxzJ4bbDJCAkvAH0ARKQz0BQnSWeDWb9cE9Xf/+9x4n69yRNPPEH37t0Dr7X1wEZDxgzBEPPVV1/Rq1cv1q1bx9y5c1m3Lm9vp81vxD7RACqTJsF++yV2jWEY+w5+I+HReJ2haKPRWQv4W5w0Ni8CPpnXa6CkBHburNz//nvYs6f6ed9/76/zIoNDlJQ4wWKC8HSajf4bYcZdv/we0EVE1orIFcBU4HARWQrMBga7s4PLAG/98lwa0PrlaLwBHoftOEFUixgxYjpDhw6Nea0FnzMaMhYsJsRs2LCB0tJS5s2bR48ePRg0KHYHxi8qX00uVY8+akFXDKOhEs+It78BVQG8ihO08GmcGDu1I568hdHnezovUndt2QJNmzqDW99/X/WaZs3KKShwfOFt9N8IM6o6MOCQbxZOVS0gGX7Z9ZzIwFarV/8DWMLvfvdXHnro4hqvteBzRkPGZgRDyLZt2wD4yU9+wooVK+jRowcQ3FHxRsmjE8rn5NS8piV6HUy7drtsHYxhNAAKC52ZtFhEdoYq9c8unH8dzwHPULMRGJALog54UZGjjcjdu6FNG5g5s3oeQU+n2ei/YaSfmlI7JIOBAytYtQpUz+Krr/4blxEIth7YaNikzBAUkakiUuy6Mnhl94nI5yLyiYg8LyIHRhy7XkRWishyETkzVXKFhSCluGLFCo477jgefvhhAJo1q+xkxeqo+I2qt2wZnyKLXAcze/ZiU36GsY/juXmW+ziReYFaojtDjv65DTgVx/WqBRDDFxPHIOvff11g8vfa0rFj7Jm96LV9kWHgq7qQOdjov2Gkjki38poCUdWWTZs20aNHD1599VUAOnTokND1th7YaKikckZwGo6TdiTzgONU9XjgC5y8XYhIV2AAcKx7zSQRiRHTsn4TpBRnzy6hV69e7Nq1i549e1a7zq8DEwtzdTIMw4+gtYFZWU4SdtWqnSFV5Uc/ugkn3eKxQMDi4ihGj4aXXz6kWvCXWDRt6ngziDh/o9f9eUZb69b+1weVe9jov2Gkl1Svy92wYQN5eXksXbqUpk2bJqdSw2ggpMwQVNVFwNaosjdV1UsJvBgn1DE4C01mq2qpqn4JrMTJlbNP4q8Ul/HYY8OoqKigqKiI448/vtp1XgemJncuD3N1MgzDj6BBooqK6gaRqjJ27FhefPEOGjUahpMuIr5xui1boKIiPoXlGX777w9btzr664EH4Mknk2+02ei/YaSPVK7LXbduHb169WL16tW8/vrrnHHGGXWv1DAaEJkMFjMUJ8oAQHscw9BjrVtWDREZDgwHaNeuHUVFRUkTqKSkJKn1BbFmTS+cXLAe3wJ9qKjI4t5772bTpk2BcrRvDxUV0ddXp1mzcgYNWk5RUXHM86JJ1zMIa/thkCHT7YdFBiP5FBY6A1FBM3R+g0d333039957Ly1bjqSk5GFSMX6Yk+MYfZEBGzxPiSlTHGMtmq1bq5d55d59rlnj3NOgQW3Jy0u62IZhxEHHjpHRhquW14XNmzfTs2dPNm3axBtvvMHPfvazulVoGA2QjBiCIjIOKAM8D3E/q8a3q6KqU3CSV9G9e3fNS+J/96KiIpJZXxDVleKBwD3k5HTnssuOA5yOzOjRlQFgvI5STSPXIk79BQVZ5Od3BbomJFu6nkFY2w+DDJluPywyGMnFc0kPitIZtE7ukksuoaysjJtvvpGaBqBqy7Ztjr4Lch/z03tBncvWrasblOPHd+GYY2zmzzAyQaqicubk5HDBBRdw/vnnc9JJ+6wTmWGklLRHDRWRwThZPvNV945LrwUOjTitA7A+3bKli8q1fv8EFgCQnX05I0Y4X0dhIQwZUjUK6JYtMHSocywyAXMkOTnm6mQYhj+xcgZGu1xWVFQwffp0KioqyM3N5aabbiI3NzEjMF4XdoCysupRjz2C3MeCgr5A9fssLc2yPIGGkSGC1uVC7SKJLl++nBUrViAi3HPPPbU2AtMRydQwwk5aDUEROQv4E3Cuqkb+q34JGCAizUTkMOAoYEk6ZasLiSgTz2Vpx473gL7A7+nYsZwpUyoj240b559Uefdu59gDD1QPoNCkiVNuGIbhR5BBJVJ18Ki8vJyhQ4dy+eWX88orr+w9L5FgVU2bwm9/m1hwqyA6dvTXsUGdyyCXUQueZRiZI3pdLtQukuiyZcvo1asXAwcORBOJQhVFOiKZGkZ9IJXpI2YB7wFdRGStiFwBPAzsD8wTkY9E5BEAVV0GzAE+BeYCV6qqT2Dz8JGIMqk89x3g50Bbmjd/jTvvzKoygxerw+KFRo8OoPDkkzYLaBhGMEHrcUQqDaynnirj0ksvZfr06dx2222ce+65e8+LNrxiMXUqTJoEgweDSPydNb8Zvn79/HXsqFFV1wH265f4+kfDMDJDbSKJfvzxx+Tl5dGoUSNmzpyJ1CEvTaojmRpGfSGVUUMHqurBqtpEVTuo6hOqeqSqHqqqP3I/IyLOL1DVI1S1i6q+niq5kk0iysQ5twgnQ0Z7oIhduw6tdm6sDot3zKLeGYaRCAUFzkxdNBUVnoG1h6FDBzJr1izuuusuDj/8Jt9ZuFWrnBQTQX0wr7ywEKZPB9X4O2s7djgpLKByhu+11/x17COPVDUOJ0/2XzMITvAsyxNoGOEh0UiiH3zwAb1796Z58+YsXLiQo48+Oq3tG8a+StrXCO5rJKJMnLLZQCegCC8wavS5BQXVXT/B6cTVpjNjfvCGYeTnO6kZgvkP5eWvkJ09gfHjxzJoULCnQ6yZN1Un8EusNYmxKC+vGkgiyLiL1yssNxeuvXa5DZYZRogIGvAOKr/llls44IADWLRoEUcddVTa2zeMfRUzBOtIvMqkrKzMLfs/4B3gh4Hneq6fkUFhcnIcd6tEOzPmB28YDZv589vuHQjyD8hS4f49EfiCHTvG+J4X6elQ06j5li3BBhz4D3RFtzV6tKOr6oK3/tFbf20YRjgICvYUNNj917/+lUWLFnHYYYdlpH3D2FcxQ7COxKNMXnnlFU444QSuuWYd2dlZQOvAcz3y82HzZsd4U3W2azOibX7whtFwKSx0Uid4A0HV2QH0A6a6+4f6nbQXzwCMZ9Q8KyDnvLemuaa1hlu21G5GMRIb3TeMcBIU7Cmyn/PWW2/xi1/8gh07dnDAAQdw6KGx9VOy2zeMhoAZgnWkJmXy/PPPc95555GdnU1+fou0Kx7zgzeMhsu4cU7qBH++x8nk8ybx5gf0DKt+/Wo+13PxjMQb+Ipc45ybG1fTCWOj+4YRbmLFOpg7dy7nnHMOa9asoaSkJO3tG0ZDwQzBJBCkTJ599lkuuugiunXrxvz582ndunXaFY/5wRtGw8NbFxzsnvkdcDawEJgBDKmxTs+w8oLA1IQ30NWu3a69A1+DBzvGaeR65aA10YmQmwsjR9rovmHsC7z88sv079+fo48+mgULFtC2bdtMi2QY+yxmCKaIa699lQsvHEBZWQ/WrXuDV145ICNymB+8YTQsItcF+7MbOBP4BzALqNlaysmpNKziCQITOfM3e/ZiKiqc/enTq69XBmjVKu7bq9bOzJnOoNqkSTa6bxiZxhuE6tOnV62C07344oucd955nHDCCbz99tu0adMmFWIahuFihmAKKCyESZN6AL8BXuerr1plLECL+cEbRsOiJkMtO7sp2dnnAs8AF8WsS8SZaYtcoxzLrTyWjom1Xtk/iE1sTJcZRrioGpxOahWcrnPnzpxzzjnMmzePgw46qErdFv3cMJKPGYJJZu7cudxwQyk7d+YAk4GWQGYDtJgfvGE0HIINtc2IfESLFrBjx1hEfl1jXapOHr9IgtzKc3Ji65gguWJFF62JSy+1TqFhhIW6BKdbsmQJqsoxxxzD888/zwEHVHpRWfRzw0gdZggmkUcffZSzzz6bNWvG+x63AC2GYaQaf0OtGOiN6i/YsmUn4HSoYkXt9PDLc+qXmH779tgds2SuSxaxTqFhhI3aBqebMmUKP/3pT5k6darvcYt+bhipwwzBJPHwww8zYsQIzjnnHDp2vMb3HAvQYhjhQESmikixiCyNKGstIvNEZIX796CIY9eLyEoRWS4iZ2ZG6vgoKIg28L4G8oD/Ak8BLfYeiScpu1+eU7/E9Hv2wKBBwTN0fuuVa0u03NYpNIzMU5vgdA8//DC//e1v6devH/kB7koW/dwwUocZgklg4sSJPGMXKAAAIABJREFUXHXVVfzqV7/ib3/7G3fe2dwCtBhGuJkGnBVVNhZ4S1WPAt5y9xGRrsAA4Fj3mkkiEpSTIePk58OIEZ4xuBboBawB5gKnJ1RXkN7aujX4mqAZusj1yvHQpEn1mcdYM5jWKTSMzJJocLoJEybs7Ts9//zzNG/e3Pc8i35uGKnDDME6smnTJm6//XYuuOAC5syZQ9OmTS1Ai2GEHFVdBESbM/0BLzHCdOBXEeWzVbVUVb8EVgInpUXQWjJpEsyYASJ3AxtxcgX2DDzfz9UzMlJoNDV1wCJn6ObPb7s3yMO4cX4zltXxks5PnVpVj86YEWxIWqfQMDJL1b6Pxuz7rFixgrFjx3LRRRft7TsFYdHPDSN1NM60APWdH/zgByxevJjDDz+cxo0rH2d+vhl+hlHPaKeqXwOo6tci4iWvag8sjjhvrVtWDREZDgwHaNeuHSUlJRQVFaVO4hi0bw+q44GROJOZwTRvvpuDDqqguLgZbduWMmzY/+jbtxgAP/EHDWrL+PFdYiSrhzVrlBtv/Izx4ztTWuqUrV4NV1xRzv77l7N9u1/HTxk37rO9bQNMm1Zz282alTNo0HKKiorxI5PfQ1hkyHT7YZAh0+03BLy+T1HRQvLy8gLPO+qoo1i4cCEnnXRSlb5TUJ3gDCStWeMM+njpaQzDqBtmCNYCVeXWW2+lSZMm3HjjjXTu3DnTIhmGkTr85q98V9ep6hRgCkD37t21ZcuWMTtDqWDFihX84Q9/4KmnniI3tzmrV8c2AgG++64p27Z5e82Bru7Hn7w8OOYYp2MWFPWzY0dh5syue41Aj9LSLFq2zCI7u2oACBEYMUK44474267sFGaRnx98XVFRUdq/h7DJkOn2wyBDpttv6Kgq48aNo1u3bpx//vmccsopcV9rg+uGkRrMNTRBVJUbbriB2267jS+//BKNJ9qCYRj1gY0icjCA+9ebXloLHBpxXgdgfZpli4vPPvuMXr16sWTJEjZs2EBBgTNbVhO1cav00tLMnBnsthW0bm/r1uru8zNmOC6tibRtKXEMo36gqowZM4a77rqLhQsXZlocwzBczBBMAFXlj3/8I3fffTe//e1veeyxx5B44q8bhlEfeAkY7G4PBl6MKB8gIs1E5DDgKGBJBuSLydKlS8nLy6OiooKioiKOPfZY8vPh2muX7zW4cnKcICyR1HWtTaw10bGCPJgxZxgNg4qKCq688kruv/9+Ro8ezQMPPJBpkQzDcDFDMAHGjBnDhAkT+N3vfsfkyZNp1Mgen2HUR0RkFvAe0EVE1orIFcDdwBkisgI4w91HVZcBc4BPcUJvXqmqNU+zpZFPPvmEvLw8GjduzMKFCzn22Ep30L59i/caXJs3O0FY4g1kVVjI3kAvsRK3Bxl1fjOSFuTBMBoOFRUVDB8+nMmTJ3PdddcxceJEG0A3jBBhawQT4Pjjj2fMmDGMHz/eFJlh1GNUdWDAId/8CqpaAITWfMnJyeGEE07g0Ucf5cgjj4x5brxrbQoLnTQQ3jo+Ly2EV0c85OfDZ58tZ+bMrhbkwTAaICLCAQccwE033cSf//xn6zsZRsgwQ7AGKioqWLp0KccffzxDhgzJtDiGYRh7+fzzzznqqKNo3749b731VlLrHjeuajAXqEwLkYgh17dvsRsAxjCMmhCRqcA5QLGqHhd17FrgPuAHqrrZLbseuAIoB36vqm+kWWRfysrKWLVqFZ06dbLBc8MIMebbGIPy8nKGDh3KSSedxH//+99Mi2MYhgE4s3U//OHfOeaYn9C69Y2BLpt1ISjQiyVuN4yUMg04K7pQRA7FcVlfE1HWFRiAkx/mLGCSiATndEkTpaWl3HrrrZx88sl8++23ZgQaRogxQzCAsrIyLrvsMqZPn864ceM44ogjMi2SYRgGhYVwxRVFbNx4JtCe7duvYvjw4PV7tSVWoBfDMFKDqi4CtvocmghcR9XUNf2B2apaqqpfAiuBk1IvZTC7du3ivPPO491332XcuHEceOCBmRTHMIwaMNdQH/bs2cOgQYOYM2cOd911F2PHjs20SIZhGACMGTOP0tL+wOHAW0C7Wrls1kRBQdU1gmCBXgwjE4jIucA6Vf04anatPbA4Yn+tW+ZXx3BgOEC7du0oKipKupy7du3ipptu4oMPPuDKK6/kuOOOS0k7daGkpCR0MoHJVRvCKltY5QrCDEEfnnzySebMmcP48eO55pprMi2OYRgGAN999x3FxQNxMljMB36w91iyXTY9o7Jq4nYL9GIY6UREsoFxwM/9DvuU+SY3VtUpwBSA7t27a15eXrJE3Muf/vQnPvzwQ6ZNm0Zubi6paKOuFBUVmVwJEFa5ILyyhVWuIFJmCPoteBaR1sDTQCdgFXCRqn7jHgvNgudhw4Zx2GGHccYZZ2RKBMMwjGrsv//+tGv3Ehs3dgFyqhxLhctmvBFGDcNIGUcAhwHebGAH4EMROQlnBvDQiHM7AOvTLqHLzTffTO/evTnrrLPq1YyIYTRkUrlGcBrVFzyPBd5S1aNwfJrGQjgWPO/atYvx48ezevVqGjVqZEagYRih4dlnn2Xy5MkATJhwCtnZVY1Ac9k0jH0TVf2PqrZV1U6q2gnH+DtRVTcALwEDRKSZiByG4yqwJJ3yffPNN4wcOZLvvvuO/fbbj7POqhbnxjCMEJMyQzBgwXN/YLq7PR34VUR5xhY879ixg3PPPZfXXnuNd999N13NGoZh1MisWbMYMGAAhYWFlJWVkZ/vJIGPNym8YRj1BxGZBbwHdBGRtSJyRdC5qroMmAN8CswFrlTV8vRICps3b6ZPnz5MnTqVDz/8MF3NGoaRRNK9RrCdqn4NoKpfi0hbtzxjC5537tzJDTfcwMcff8zo0aM55JBDMubSEIYFppmWIdPth0GGTLcfFhkMeOqppxgyZAinnnoqr776Ko0bOyrbXDYNY99EVQfWcLxT1H4BkHZ/gI0bN9K3b19WrlzJiy++SK9evdItgmEYSSAswWIysuD5u+++o1+/fnzyySfMmDGD9u3bZ3SBZxgWmGZahky3HwYZMt1+WGRo6DzxxBP85je/oU+fPrz44ovst99+mRbJMAyD9evXc/rpp7NmzRpeffVV+vTpk2mRDMOoJenOI7hRRA4GcP8Wu+UZWfBcXl5OWVkZs2bNIt+G1w3DCBHbt2/nzDPP5OWXXzYj0DCM0LBz505Ulblz55oRaBj1nHQbgi8Bg93twcCLEeVpW/D87bffsnPnTg488EDeffddLrroolQ1ZRiGkRAbNmwA4Oqrr+aVV16hRYsWGZbIMAwDiouLUVWOOOIIli1bxmmnnZZpkQzDqCMpMwQDFjzfDZwhIiuAM9z9tC543rJlC6effjoDBgxAVWnUKN22sGEYhj/jx4+nc+fOfPrppwBkZaU1eLJhGIYvK1asoFu3btx4442A6SbD2FdI2RrBGAueTw84P+ULnjdt2kTfvn1Zvnw5d9xxB25OHsMwjIxz5513Mm7cOC6++GKOOuqoTItjGIYBwGeffcbpp5/Onj17zIPKMPYxGsx02MaNG+nduzdffPEFL7/8MmeffXamRTIMw0BVufXWWxk3bhyDBg1i5syZNGnSJNNiGYZhsHTpUvLy8qioqKCoqIgTTjgh0yIZhpFEwhI1NKWoKhdeeCFffvklr732Gr179860SIZhGAA8/fTT/PnPf2bIkCE89thj5nJlGEYo2LlzJ2eeeSZNmjTh7bffpnPnzpkWyTCMJNMgDEER4aGHHmLbtm307Nkz0+IYhmHs5fzzz+fRRx9l2LBhtmbZMIzQ0KJFCx577DG6dOnCEUcckWlxDMNIAQ3CEATMncEwjFDSpEkThg8fnmkxDMMwqtGvX79Mi2AYRgqx4WfDMAzDMAzDMIwGhhmChmEYhmEYhmEYDQwzBA3DMAzDMAzDMBoYZggahmEYhmEYhmE0MMwQNAzDiEBErhaRZSKyVERmiUhzEWktIvNEZIX796BMy2kYhmEYhlEXzBA0DMNwEZH2wO+B7qp6HJAFDADGAm+p6lHAW+6+YRiGYRhGvcUMQcMwjKo0BlqISGMgG1gP9Aemu8enA7/KkGyGYRiGYRhJwQxBwzAMF1VdB4wH1gBfA9tU9U2gnap+7Z7zNdA2c1IahmEYhmHUnQaTUN4wDKMm3LV//YHDgG+BZ0RkUALXDweGA7Rr146SkhKKiopSIWrcZFqGTLdvMoSj/TDIkOn2DcMwwoaoaqZlqDUisglYncQq2wCbk1hffWs/DDJkuv0wyJDp9sMgQ66q/iDdjYrIhcBZqnqFu38Z0AM4HchT1a9F5GCgSFW71FDXJuB77LvMdPsmQzjaD4MMyWg/I7opmaSg7+RHpr/rIEyuxAirXBBe2TIlV610U72eEUy2MhaRD1S1ezLrrE/th0GGTLcfBhky3X5YZMgQa4AeIpIN7MQxAD/AMegGA3e7f1+sqSJV/UEYnmOmZch0+yZDONoPgwyZbj8spMOQDeuzNrkSI6xyQXhlC6tcQdRrQ9AwDCOZqOr7IvIs8CFQBvwbmAK0BOaIyBU4xuKFmZPSMAzDMAyj7pghaBiGEYGq3gLcElVcijM7aBiGYRiGsU9gUUOrMqWBtw+ZlyHT7UPmZch0+xAOGfYFwvAcMy1DptsHkyEM7UPmZch0+w2JsD5rkysxwioXhFe2sMrlS70OFmMYhmEYhmEYhmEkjs0IGoZhGIZhGIZhNDDMEDQMwzAMwzAMw2hgNBhDUESmikixiCyNKGstIvNEZIX796CIY9eLyEoRWS4iZ6ZQhvtE5HMR+UREnheRA1Mlg1/7EceuFREVkTapaj+WDCJyldvOMhG5N1UyBHwHPxKRxSLykYh8ICInpbD9Q0VkgYh85t7raLc8bb/FGDKk7be4LyIiV7vPc6mIzBKR5rG+1yS12eD1WpAMEcdSrtsyrdeCZDDdZrotFWT6fauNbOl8F+OVK53vZwy5Mv7eJihXRt/lILkijmf0918rVLVBfICewInA0oiye4Gx7vZY4B53uyvwMdAMOAz4L5CVIhl+DjR2t+9JpQx+7bvlhwJv4CSYbZOBZ9AbmA80c/fbpvMZAG8CZ7vb/XCShaeq/YOBE93t/YEv3HbS9luMIUPafov72gdoD3wJtHD35wCXB32vSWy3weu1IBnc8rTotoBnkDa9FkMG022m25L+yfT7lqhs6X4XE5Arbe9nDLky/t4mKFdG3+UgucLy+6/Np8HMCKrqImBrVHF/YLq7PR34VUT5bFUtVdUvgZXASdQRPxlU9U1VLXN3FwMdUiVDwDMAmAhcB0RGDkrbMwBGAneraql7TnGqZAhoX4FW7vYBwPoUtv+1qn7obn8HfIZjRKTttxgkQzp/i/sojYEWItIYyMb5HQV9r0nB9FqwDC5p0W2Z1msxZDDdZrot6WT6fauFbGl9FxOQK23vZwy5Mv7eJiJXpt/lGM8LQvD7rw0NxhAMoJ2qfg3Olwu0dcvbA19FnLeWyi86lQwFXk+nDCJyLrBOVT+OOpTOZ9AZOE1E3heRhSLykzTL8AfgPhH5ChgPXJ+O9kWkE/Bj4H0y9FuMkiGStP8W6zOqug7nt7MG+BrYpqpvEvy9ppIGr9cgFLot03oNTLeZbksTIXjfYhGGd9GPjLyfQYThvY1Drkgy+i5HyhXy339MGrohGIT4lKU0z4aIjAPKgMJ0ySAi2cA44Ga/w6luP4LGwEFAD+CPwBwRkTTKMBK4WlUPBa4GnnDLU9a+iLQE/gb8QVW3xzo13TJk4rdY33HXT/THcf04BNhPRAZlVqpqNAi95rYbBt2Wab0GpttMt6WBkLxvsQjDu+hH2t/PIMLw3vo2FtJ3OVIuV44w//5j0tANwY0icjCA+9dzF1iL4+vr0YHKKfukIyKDgXOAfFX1fiDpkOEInI7rxyKyym3jQxH5YZra91gLPKcOS4AKoE0aZRgMPOduP0PltH1K2heRJjgKpFBVvXbT+lsMkCGTv8X6Tl/gS1XdpKp7cH5PpxD8vaaShq7XIBy6LdN6DUy3mW5LD2F432IRhnfRj7S+n0GE4b1NQK6Mv8s+coX99x8bDcFCxXR9gE5UXah7H1UXw97rbh9L1cWd/yNJizt9ZDgL+BT4QdR5KZEhuv2oY6uoXOCazmcwArjN3e6MM40u6XoGOD7eee726cC/UvUM3Pt6Crg/qjxtv8UYMqT1t7gvfYCfAstw1gYKzpqKq4K+1yS33eD1mp8MUcdSrtsyrdcCZDDdlqHf477+yfT7lohsmXgX45Qrbe9nDJky/t4mKFdG3+UguaLOyejvP+F7yrQAabtRmIWzdmcPjoV+BZADvAWscP+2jjh/HE50n+W4UZ1SJMNKVyl95H4eSZUMfu1HHd/7403zM2gKzASWAh8CfdL5DIBTgX+5L+v7QLcUtn8qjlvAJxHfeb90/hZjyJC23+K++AH+DHzu/o5nuIo/8HtNUpsNXq8FyRB1PKW6LdN6LYYMpttMtyX9k+n3LVHZ0v0uJiBX2t7PGHJl/L1NUK6MvstBcoXl91+bj7hCGoZhGIZhGIZhGA2Ehr5G0DAMwzAMwzAMo8FhhqBhGIZhGIZhGEYDwwxBwzAMwzAMwzCMBoYZgoZhGIZhGIZhGA0MMwQNwzAMwzAMwzAaGGYIGtUQkRL3bycRURG5PeJYGxHZIyIPR13zsYjMiiorEpHuEfudRGRpQJvHisjbIvKFiKwQkZtERNxjt4rItcm8x7oS614Mw0gNpptqxnSTYWQG0081Y/opfJghaNTE/4BzIvYvxEmcvRcROQbnt9RTRPZLtAERaQG8BNytqp2BE4BTgFG1FTqONrNSVbdhGGnBdJNhGGHF9JNRLzBD0KiJncBnEaNTFwNzos65BCeB9pvAubVo4xLgXVV9E0BVdwC/A8ZGnHOCO+q1QkR+AyAiB4vIIhH5SESWishpbvnPReQ9EflQRJ4RkZZu+SoRuVlE/g5cJyJLvMrdUapP3O1uIrJQRP4lIm+IyMER5R+LyHvAlbW4T8MwkofpJtNNhhFWTD+ZfqoXmCFoxMNsYICIdADKgfVRxy8GngZmAQNrUf+xwL8iC1T1v0BLEWnlFh0P/AI4GbhZRA7BUYJvqOqPcEbCPhKRNsCNQF9VPRH4ABgTUfUuVT1VVe8CmorI4RH3MEdEmgAPAReoajdgKlDgnvMk8HtVPbkW92gYRvIx3eRguskwwofpJwfTTyGmcaYFMOoFc4HbgY04SmsvIvITYJOqrhaRtcBUETlIVb8B1KcuvzIJKI88/0VV3QnsFJEFwEnAP932mgAvqOpHItIL6Aq8K46bfFPgvYj6IuWfA1wE3I2jzC4GugDHAfPc67OAr0XkAOBAVV3oXjsDODtAZsMw0oPpJtNNhhFWTD+Zfgo9ZggaNaKqu0XkX8A1OCNQv4w4PBA4WkRWufutgPOBx4EtwEER57YGNvs0sQzoGVngjjaVqOp3rlKJVnaqqotEpCfOaNcMEbkP+AaYp6pBo2vfR2w/DTwjIs+59a0Qkf8HLIseuRKRA31kMAwjg5huMt1kGGHF9JPpp/qAuYYa8TIB+JOqbvEKRKQRzgLo41W1k6p2AvpT6eJQBAwSVxsBg4EFPnUXAqeKSF+33hbAg8C9Eef0F5HmIpID5AH/FJFcoFhVHwOeAE4EFgM/E5Ej3bqyRaSz3w25LhTlwE1UjnYtB34gIie71zcRkWNV9Vtgm4ic6p6XH/NpGYaRLkw3mW4yjLBi+sn0U6ixGUEjLlR1GVERr3BGotap6rqIskVAV3eR8BTgaOBjEVEcn/PrfereKSL9gYdE5P9wXApmAJFhlpcArwIdgdtVdb2IDAb+KCJ7gBLgMlXdJCKXA7NEpJl77Y3AFwG39jRwH3CYK8tuEbkAeNB1aWgM3O/e+xAcd4odwBsxHpdhGGnCdJPpJsMIK6afTD+FHVG1GVvDMAzDMAzDMIyGhLmGGoZhGIZhGIZhNDDMEDQMwzAMwzAMw2hgmCG4DyMip4nI8kzLYRiGEYnpJsMwDMPIPGYIJhERWeVFbwoDqvqOqnZJZRsiMk1E7khlG/UV99mUiZPA1Ss7WERURNpFlI0LKJvrbncQkb+JyGYR2SYi/3EXdfu12VREnnV/iyoieVHHe4vIAreeVUm+ZSOkmG4yIgmpbvqjiCwVke9E5EsR+WOy79swDMOoihmChpECRGQ/nJxA24gIl6yqXwMrqZr7pyfwuU/ZInd7BvAVkAvkAJfhJKgN4u/AIGCDz7HvgamAdbIMowESYt0k7vUHAWcBvxORAfHel2EYhpE4ZgimCBG5XET+LiLjReQbd4Tz7IjjrUXkSRFZ7x5/IeLYb0RkpYhsFZGXokZtVURGicgKd+T0dhE5QkTeE5HtIjJHRJq65+aJyNqIa1eJyLUi8ok7evu0iDSPOH6diHztyjTMbevIOjyDU0Tkn25b/xSRUyKOFbmyv+vex5si0ibi+GUislpEtojITd6Mhjj5cHZ654rIje7Idit3/w4Rud/d/oWI/Nt9Ll+JyK0R9c8Vkd9FyfuxiJznbh8tIvPc72C5iFyU4O2fD3wL3IaTAyiSRbgdKxHJAn4MPBBVdjKVna2fANNU9XtVLVPVf6vq636NqupuVb1fVf+Ok+cn+vgSVZ0B/C/B+zH2EUw3mW4inLrpXlX90K1nOfAi8LME780wDMNIADMEU8tPcZJstsFJ8PmEyN4EoTOAbOBYoC0wEUBE+gB3ARcBBwOrgdlR9Z4FdAN6ANfh5JzJBw4FjqMyKakfF7nXHwYcD1zutnsWMAboCxwJ9KrVHbuISGuc3DUP4owU/wV4VZykph6X4OSXaQs0Ba51r+0KTHLv6WDgAKA9gKruAv4ZIV9PnGf0s4j9he729zgjzAcCvwBGisiv3GN/JeI5uW3mujLuB8xzz2nrnjdJRI51z71ERD6p4REMBmbhfHdHi8iJEcf2drZwOlqfA29FlTXByf8DTqLX/xORASLSsYZ2DSMeTDeZbgqtbnJ/i6dRPf+aYRiGkUTMEEwtq1X1MVUtB6bjdBzaiZMw9GxghKp+o6p7VNXrIOQDU92R0VKcJKIni0iniHrvUdXtbqLSpcCbqvo/Vd0GvI7zzzqIB1V1vapuBV4GfuSWXwQ8qarLVHUH8Oc63vsvgBWqOsMd4Z2F06n4ZcQ5T6rqF6q6E5gTIcsFwMuq+ndV3Q3cDEQmvFwI9BKRxjgdxgfd/eY4I9TvAKhqkar+R1UrVPUTnM6P10l7HviRiOS6+/nAc+4zPwdYpapPurJ/CPzNlQtV/auqHh90426HqDfwV1XdiNORihx5XwgcJyIH4XR23lHVFUCbiLLF7r0DXOje003AlyLykYj8JKh9w4gD002mm8Ksm27F6Z88mYS6DMMwjADMEEwte9dBuB0YgJY4o+NbVfUbn2sOwRlF9q4rAbbgjjq7RK7B2Omz3zIemYAdEecegrPWwyNyuzZUuQ+X1VS9j7hkcZ/dlohzFwJ5wInAf3BGyHvhzEKsVNXNACLyU3ECo2wSkW3ACJwZEFT1O5xZAW8NygCg0N3OBX4qIt96H5zO2A/jvPdLgc9U9SN3vxC4RESauG2vAtYCp+KMtL/jnvdeRJnneoXbIR+rqscC7YCPgBciZnAMI1FMN1XFdBPh0E2uW+xlwC9c49cwDMNIEWYIZoavgNYicqDPsfU4/+yBvQv7c4B1KZbpa6BDxP6hdayvyn24dCS++6gii4i0wHkGHv8AugC/Bhaq6qdu3b+g0vUKHPepl4BDVfUA4BGcgAQes4CBInIy0AJY4JZ/5dZ7YMSnpaqOjEN2cDoxh4vIBhHZgON61gZnpsXjHZxO1cnu/USWnUpEZysStyM5HqdD2jpOeQwjXkw3JSCL6aZKkqGbRGQoMBY4XVXX1nS+YRiGUTfMEMwA6kRnex1nbcdBItJERLw1GH8FhojIj0SkGXAn8L47UptK5rjtHiMi2TguT/GS5QZK8D7/n707D4+yOv8//r4TIBAEWSS0IgSxSrF+1SJaqz/L4sYXBcSlogH5IoICWkS0VuNltRTrhrtAI6gIERTBtRQEJdiquBaraLVUAVEkBRcIgUCS8/vjmSGTycxkksyWyed1Xbkyc+Z5Zm4SPXnu55xznxbAUuAI35qVZmZ2IXAk8FIU7/cMMNi8gg4t8KaC7b9I8t2Ffw+YSNXF1RvA5VS/2GqDN7qxx8xOwFv3E2gp3gXhH4CnnHOVvvaXfLGP9P1umpvZ8WbWq7bAfRduhwEn4E0nOxZvbdSTVJ+C9RreRdnXzrkdvra/+9oOxLsD73/PO8zsKN/PsQ0wHm90IXAkIjCGLKsqtNHC9zsx32sZvteae0/3/75E1DfVTn1T/PqmPLz/pk53zqmYlYhIAigRTJ6RwD68tSnFwNUAzrlX8NZbLMa7+3wYVVOE4sZ5ld4ewLvzvJ6qP/bRTM35Hd60L//Xq74LgbOBKXhTp34LnO2fGlVLLOuAq/CKGWwBduL9jAJjWU31ogWr8S6uAu9WTwD+YGY78S4enw76nDJgCV4RiicD2ncCZ+D93L/GmyZ2B5AF3gWLmYUrYjAKeN63/ucb/xde5b2zzStU4Y83B+8Cy28t3t3/9wKm64FXuONZvEp/n+NdIA4J8/ngFQHZjTfVbbnvsX8E5Fe+50vxRip2Ay9HeC9petQ3hY9FfVP8+qY/4o2uvmNmJb6vWRHeS0REGsicc7UfJU2O7w7zR0CWc648ybEcgHehcbhz7otkxiIiyaW+SUREJDY0Iij7mdkwM2vhqw53B151vKRcaJnZYDPL9q1Duhuv8MKGZMQiIsmlvklERCT2lAhKoMuB/wL/wdvwdzyAma0LmKoT+JUXx1iG4k19+ho4HBjuNHwtMWBmXc2r2PiJ77/tSb72DuZt1P2EVUcNAAAgAElEQVRv3/f2AefcYN5G6p+a2ZnJi77JUt8kIiISY5oaKiJNinl75f3YOfe+r8DFe8A5eBuYf+ucu93Mfge0d85db96G3gvwimwcDKwEjnDeHnwiIiIijZJGBEWkSXHObfFtxO0vvvEJXvGKoXibq+P7fo7v8VBgoXOuzLcObD1eUigiIiLSaDVLdgANcdBBB7nu3bvH/XN27dpF69at4/450UqleFIpFlA8tWks8bz33nvbnHOd4v35ZtYd+DnwFtDZt30CzrktZpbjO6wLsCbgtM1U33w88P3GAeMAWrVqdVzXrg3d8q5+KisrychIjft8qRQLpFY8qRQLKJ5I/LF89tlnCembREQSoVEngt27d+fdd9+N++cUFRXRr1+/uH9OtFIpnlSKBRRPbRpLPGa2Md6f7av4uBi42jm3w7edWchDQ7SFnFPvnCsACgD69OnjEtE/hZJKv+dUigVSK55UigUUTyT+WBLRN4mIJErcbrVFKMhwrJmtMbO1ZvaubzNd/zkqyCAicWdmzfGSwELn3BJf81bf+kH/OsJiX/tmIHBo7xC8QiEiIiIijVY851yUA1Occ72AE4GJvqILdwK3OueOxdtI904A32vDgZ8BA4EZZpYZx/hEpAkyb+hvDvCJc+6egJdewNt0G9/35wPah5tZlpkdilcp8m1EREREGrG4TQ31rbXxr7fZaWb+ggwOaOs77ECq7qzvL8gAfGFm/oIMb8YrRhFpkk4GRgIfmtlaX9uNwO3A02Y2BtgEXADgnFtnZk8DH+Pd4JqoiqEiIiLS2CVkjWBQQYargeVmdjfeiORJvsOiLsggIlJfzrm/E3rdH8CpYc6ZBkyLW1AiIiIiCRb3RDBEQYY/ApOdc4vN7Nd4U7ROI8qCDIFV+Tp37kxRUVHcYvcrKSlJyOdEK5XiSaVYQPHURvGIiIiICMQ5EQxTkGEUMMn3eBEw2/c4qoIMwVX5ElFRLJUql0FqxZNKsYDiqY3iERERERGIb9XQcAUZvgb6+h4PAP7te6yCDCIiIiIiIgkQzxHBcAUZxgL3m1kzYA++aZ4qyCAiIiIiIpIY8awaGqkgw3FhzlFBBpE04pzjkUceYcSIEWRnZyc7HBERAP72t7/RqlUr+vTpk+xQRESSJiFVQ0Wkabrmmmu477772LdvHxMnTkx2OCIiVFRUMG7cONq3b8/rr7+Ot5JFRKTpUSIoInHTtWtXJk+ezIQJE5IdiogIAJmZmbz00ku0bt1aSaCINGlKBEUkpioqKli/fj09e/bkmmuuSXY4IiIALFu2jOXLl3PPPfdw2GGHJTscEZGki1vVUBFpesrLyxk9ejTHH388mzdvTnY4IiIAvPTSSwwdOpTVq1dTUlKS7HBERFKCEkERiYl9+/YxcuRI5s2bx3XXXcchhxyS7JBERHj22Wc599xzOeaYY3jllVdo06ZNskMSEUkJmhoqIg22d+9eLrroIpYsWcLtt9/O9ddfn+yQRER45plnGD58OMcffzzLli3jwAMPTHZIIiIpQyOCItJgDz74IEuWLOHee+9VEigiKaNVq1b07duX5cuXKwkUEQmiEUERabDf/OY39OrVi0GDBiU7FBERvvjiCw499FDOOussBg0apOqgIiIhaERQROpl165dXH755WzdupXmzZsrCRSRlPDoo49yxBFH8PLLLwMoCRQRCUOJoIjU2c6dOxk0aBCzZ8/mjTfeSHY4IiIAFBQUMGbMGAYMGMApp5yS7HBERFKaEkERqZMffviBM888k9dff5358+czbNiwZIckIsLDDz/M5ZdfzqBBg3j++edp1apVskMSEUlpWiMoIlH77rvvGDhwIO+//z5PPfUU5513XrJDEhHhrbfe4sorr2To0KE89dRTZGVlJTskEZGUp0RQRKK2d+9eysrKeOaZZxg6dGiywxERAeCEE05gwYIFnHfeeTRv3jzZ4YiINApKBEWkVtu3b6dt27Z07tyZ9957j8zMzGSHJCLCPffcw6mnnsoxxxzD8OHDkx2OiEijojWCIhLRN998w69+9SvGjh0LoCRQRJLOOcctt9zClClTmDNnTrLDERFplJQIikhYX331FX379mXjxo2MHj062eGIiOCc46abbuLWW29l9OjR3HvvvckOSUSkUdLUUBEJadOmTQwYMIDi4mKWL1/OySefnOyQRKSJc87xu9/9jjvvvJNx48Yxc+ZMMjJ0T1tEpD7Ue4pIDZWVlQwePJht27axYsUKJYEikhLKy8v54IMPmDBhgpJAEZEG0oigiNSQkZHBjBkzaNmyJccdd1yywxGRJq6yspJdu3bRpk0bnn/+eVq0aIGZJTssEZFGTbfSRGS/f/3rX8yaNQuAk08+WUmgiCRdZWUl48ePp3///pSWlpKVlaUkUEQkBpQIiggAH374IX379uXWW2/l+++/T3Y4IiJUVFQwduxYCgoKOPPMM2nVqlWyQxIRSRtKBEUaocJC6N4dMjK874WFDXu/tWvX0r9/f5o1a0ZRURHt2rWLRZgpy8weNbNiM/sooO1YM1tjZmvN7F0zOyHgtRvMbL2ZfWpmZyYnapGmpaKigtGjR/Poo49y880388c//lEjgSIiMaREUKSRKSyEceNg40Zwzvs+blz9k8F3332XAQMG0Lp1a1577TV69uwZ24BT0+PAwKC2O4FbnXPHAjf7nmNmRwLDgZ/5zplhZtpMUSTOCgoKmDdvHlOnTuXWW29VEigiEmNKBEUamfx8KC2t3lZa6rXXxz/+8Q/atWvH6tWrOeywwxoeYCPgnHsN+Da4GWjre3wg8LXv8VBgoXOuzDn3BbAeOAERiathw4YxY8YMbrrppmSHIiKSllQ1VKSR2bSpbu3h7Nq1i9atWzN27FguvvhiWrdu3fDgGrergeVmdjfeTbKTfO1dgDUBx232tdVgZuOAcQCdO3emqKgobsFGUlJSkrTPDpZKsUBqxZNKsUBqxLNv3z7+8pe/MGTIEA444AB+9KMfJT0mSI2fjYhIrCkRFGlkunXzpoOGao/WqlWrGD58OM899xy//OUvlQR6xgOTnXOLzezXwBzgNCDUfDQX6g2ccwVAAUCfPn1cv3794hRqZEVFRSTrs4OlUiyQWvGkUiyQ/Hj27NnDBRdcwEsvvbQ/EUyVn0+yfzYiIvEQt6mhZtbVzFaZ2Sdmts7MJgW8dpWv6MI6M7szoF0FGURqMW0aZGdXb8vO9tqjsXz5cgYNGkSnTp3o0aNH7ANsvEYBS3yPF1E1/XMz0DXguEOomjYqIjGwe/duhg0bxksvvcSsWbMYMGBAskMSEUl78VwjWA5Mcc71Ak4EJprZkWbWH2/NzdHOuZ8Bd4MKMohEKy8PCgogNxfMvO8FBV57bd58802GDBlCz549WbVqFZ07d45/wI3H10Bf3+MBwL99j18AhptZlpkdChwOvJ2E+ETSUmlpKUOGDGH58uXMmTOHyy+/PNkhiYg0CXGbGuqc2wJs8T3eaWaf4K2rGQvc7pwr871W7Dtlf0EG4Asz8xdkeDNeMYo0Vnl50SV+gd555x1uvvlmjj32WJYvX06HDh3iE1wjYGYLgH7AQWa2Gfg9Xt90v5k1A/bgW+vnnFtnZk8DH+Pd4JronKtISuAiaejDDz/kzTff5PHHH+eSSy5JdjgiIk1GQtYImll34OfAW8BdwClmNg3vYuta59w71KEgg4jUXe/evRkxYgT33ntv2u8TWBvn3EVhXjouzPHTgCgn34pINCoqKsjMzOQXv/gFn3/+OTk5OckOSUSkSYl7ImhmBwCLgaudczt8d9vb400XPR542sx6EGVBhmRU5Uu1amGpFE8qxQKKJ5TXXnuNXr160alTJ8477zzWrl2b1HgCpcLPR0QS74cffmDQoEGMGTOGSy+9VEmgiEgSxDURNLPmeElgoXPOX4RhM7DEOeeAt82sEjiIKAsyJKMqX6pVC0uleFIpFkjPeAoLvT0CN23yKoNOmxb9tNDHH3+cW265hTFjxvDII4+k5c9HRBqX7777jjPPPJN//OMfXHvttckOR0SkyYpn1VDDK7/+iXPunoCXnsMrxICZHQG0ALahggyS5goLoXt3yMjwvhcWRnfOuHHedhHOed/HjYvu3IKCAkaPHs1pp53G/fff39DwRUQabPv27Zx22ml88MEHLFmyhGHDhiU7JBGRJiueVUNPBkYCA8xsre9rEPAo0MPMPgIWAqOcZx3gL8iwDBVkkDRS34QuPx9KS6u3lZZ67ZE8/PDDXH755QwaNIgXXniB7OD9JkREEmz37t0MGDCAdevW8dxzzzF48OBkhyQi0qTFs2ro3wm97g9gRJhzVJBB0lKkhC7SNM9Nm+rWDlBWVkZBQQFDhw7lqaeeIisrq+4Bi4jEWKtWrbj44ovp3bs3p59+erLDERFp8hJSNVSkqatPQgfemsCNG0O3h1JRUUFWVhavvvoqbdu2pXnz5nULVEQkxrZs2cKWLVvo3bs3119/fbLDERERn3hODRURvOmfGWH+TwuX0PlNmwbBszqzs732QM45/vCHP3Duueeyb98+OnbsqCRQRJJu8+bN9O3bl3POOYeysrJkhyMiIgGUCIrE0cqVOYwbBxUhVruGSuiC5eVBQQHk5oKZ972goPp0UuccN910E7///e/p0KEDGeGyThGRBNq0aRN9+/blm2++YeHChZqmLiKSYjQ1VCSOZs/uUWNtIEBmZs2ELpy8vPDHOee47rrrmD59OuPGjWPmzJlKBEUk6b744gv69+/P999/z8qVKznhhBOSHZKIiATRFaNIHBUXh74DXlkZ/V6Akdx0001Mnz6dK6+8klmzZikJFJGUcOedd7Jjxw5eeeUVJYEiIilKI4IicZSTU8bWrS1rtNe2NjBaw4YNw8yYOnUq3tadIiLJd99993H11VfTs2fPZIciIiJhaPhAJI4uu+zzqIq91MW8eRXk5LxERgacf34fevX6o5JAEUm6Tz75hIEDB7J9+3aysrKUBIqIpDglgiJxdNppxRGLvRQWQvfuXlXR7t1r32D+iSfKGT36//jvfwfj3OtRb0wvIhJPH374IX379uWDDz5g27ZtyQ5HRESioERQJM7y8mDDBm9d4IYN1ZPAceO8fQKdo9akbt++fYwfP4KKivnAH4GTgaqN6UVEkmHt2rX079+f5s2bU1RUpJFAEZFGQomgSJLk51Ojomi4pG7v3r1ceOGFlJY+BdwFVD+oto3pRUTi4R//+AcDBgwgOzub1atXKwkUEWlElAiKJEm45C2w3T91NCuriGeffY7s7PuBa2ucE6viMyIidZGTk8Nxxx3H6tWr+clPfpLscEREpA5UNVQkSbp186aDhmoHLwkcO9axezfAGcA69u3rRYsWsHdv1fENLT4jIlJXH3/8MT179qRLly6sWLEi2eGIiEg9aERQJEmmTaNGRdHmzaGkxCsec8klu9i9ezDwiu/VXuzbB23ahC8+IyISb6+99honnHACN910U7JDERGRBtCIoEiS+JO3/HxvOmiHDrBzJ2zfDrAT584CXgeGVzvv229BRflEJBlWrVrF2WefTbdu3bjqqquSHY6IiDSARgRFYmzCBGjWzBuxO/XUXzFhQvhjAyuKHnCAf8rnD8CZwBvAk8CIaudoPaCIJMOKFSsYNGgQhx56KEVFRRx88MHJDklERBpAiaBIDE2YADNnQkWF97yyMoOZM+G002o/1ysSsxM4HXgXeBq4sNoxzZtrPaCIJN7OnTu56KKLOOKII1i1ahWdO3dOdkgiItJASgRFYqigIHT7K694xV8ibSDvjfS1BnoDi4Fza7xP27ZaDygiidemTRtefPFFXn31VTp16pTscEREJAa0RlAkhvwjgaFMmgS7d1ftHejfQB7g9NOLmTx5NzfemEtp6ayw7/HttzEMVkSkFs8++yzffPMN48eP55e//GWywxERkRjSiKBIDGVmhn9t+/bQG8hff/0W+vXrx+zZZzNrVgW5ueHfQ+sDRSRRFi1axAUXXMC8efMoLy9PdjgiIhJjSgRFYsg/whe9zXz1VV82bdrEQw89xMiRmWzYAPPn19xaQvsFikiiPPnkkwwfPpwTTzyRZcuW0ayZJhCJiKQbJYIiMTRjBpx6as327Gzo2DG4dSPQF7OtvPzyy/Tt23f/K3l53npD7RcoIon2xBNPMHLkSE455RSWLVtG27Ztkx2SiIjEgRJBkRhbudIb0fOSOLc/ibv/fq/qZ5VrgG+55ZYVnHTSSftb/QVlRo70ns+b520xEeskMFLhmnRnZo+aWbGZfRTUfpWZfWpm68zszoD2G8xsve+1MxMfsUjibNu2jQEDBrB06VIOOOCAZIcjIiJxorkeInGQl+d9FRWt5quv+pGf7xWHqe4RmjXbzGGHHb2/pbDQm14aqqBMLBPBRH1OCnsceAh4wt9gZv2BocDRzrkyM8vxtR8JDAd+BhwMrDSzI5xzEUoDiTQ+33//PQDXXHMNkyZNIjPSomcREWn0NCIoUkd1GUlbuTKHceMCk8BPgEuAPUAHysuPJj+/6vj8/NAFZQKPiYVEfU6qcs69BgTXYB0P3O6cK/MdU+xrHwosdM6VOee+ANYDJyQsWJEEeOihhxgxYgTr1q0DUBIoItIEaERQpA7qOpI2e3aPgITrQ+BUIBP4CjgM8G8kT43HgcK111ciPqew0EssN23yqp1Om5byo41HAKeY2TS8TP1a59w7QBdgTcBxm31tNZjZOGAcQOfOnSkqKoprwOGUlJQk7bODpVIskFrxpEosixYtYsaMGZx44ol8/fXX/Pe//012SEDq/HwgtWIREYkVJYIidRBuJG3ECO+14GSnuDjL9+gfwOlAS+BV/EkgeCOLGRlestShg7fNRLBYbxvRrVuoqaqx+5xGOvW0GdAeOBE4HnjazHoAFuJYF+oNnHMFQAFAnz59XL9+/eITaS2KiopI1mcHS6VYILXiSYVY7rzzTmbMmMH555/P5ZdfzmmnnZbUeAKlws/HL5ViERGJlbhNDTWzrma2ysw+8RVemBT0+rVm5szsoIA2FWSQlBZpxMyf7AROFc3JKQPeAQYArYHVeANPVSoqwDnv/J07gwvKxGfbiGnT4rs9RSOderoZWOI8bwOVwEG+9q4Bxx0CfJ2E+ERiasmSJVx//fUMHz6cBQsWaIsIEZEmJp5rBMuBKc65Xnh32Cf6ii5gZl3xhkf2X1YHFWQYCMwwMy1SkJRS24hZcLJz2WWf07JlC+AneEngYZhvfCnUEpy9e6Ft2/hvGxHv7SkSNcU1xp7Dy9gxsyOAFsA24AVguJllmdmhwOHA20mLUiRGBg8ezEMPPcT8+fOVBIqINEFxSwSdc1ucc+/7Hu/Eq5LhX1dzL/Bbqk+vUkEGSXmhRtKC+ZOdL774glNP3crs2cfQrdvbmHUnN9fbDsI5qKwMff6333rbRVRWxmfbCL+8vPh9TriEOdZTXOvLzBYAbwI9zWyzmY0BHgV6+LaUWAiM8o0OrgOeBj4GlgETVTFUGivnHPfddx9bt26lefPmTJw4UYVhRESaqITcAjSz7sDPgbfMbAjwlXPuA7NqS2+iKsiQjGIMqbZIPJXiSaVYIP7xdOkCkyfnMHt2D7ZuzSLU8rGcnD1Mn/4w+fn5jB49mgsvNObOrX5MURHk5JzI1q0tQ55fVLSmRnssJOr3NWJEDnff3ZOysqoLzKysCkaM+JSiouL9bcn678c5d1GYl0aEOX4aEOMJuiKJ5Zzjt7/9LXfffTclJSXcdNNNyQ5JRESSKGwiaGa9I53oH+2rjZkdACwGrsabLpoPnBHq0FAfE+JzE16MIdUWiadSPKkUCzQ8nnCVLgsLYdKkqkIuHTvC+PEwd271tXDZ2TBq1GpuuukmDj/8cE4//fSw8UyfXr2giv/86dNbxu1nmqjfV79+0KtX8M8yk7y8I4EjGxxPrPonkabCOcfkyZO5//77mThxIjfeeGOyQxIRkSSLNCI43fe9JdAH+AAvWTsaeAv4f7W9uZk1x0sCC51zS8zsf4BDAf9o4CHA+2Z2AirIIAnkT/g2bvTW6lVUeMndjh2wb593jL/4y+uvw5w53vo9v+3bYfZsuOwyWLq0Ktk5//yXuO++8zjyyCNZsWIFH330UdgY/FMxG9kWC1HLy4vrv6XB/ZNIU1FZWcmVV17JzJkzufrqq7nnnnsImpEjIiJNUNhE0DnXH8DMFgLjnHMf+p4fBVxb2xub91dmDvCJc+4e33t+COQEHLMB6OOc22ZmLwBPmtk9wMGoIIPESfDWBhW+1V6htm0oLfWKqFSEWBG2b5+XBG7Y4D3/+uuvOeywCzj66KNZvnw5HTp0qDWWOCdLaauh/ZNIU7Jjxw5WrVrFddddxx133KEkUEREgOjWCP7Uf5EF4Jz7yMyOjeK8k4GRwIdmttbXdqNzbmmog51z68zMX5ChHBVkkDgJtbVBJKGSQL/AKpgHH3wwTz/9NL/61a848MAD6x+g1EV9+yeRtFdRUUFlZSXt2rXjrbfeok2bNkoCRURkv2gSwU/MbDYwH2/N3gi8CqAROef+Tuh1f4HHdA96roIMEnd13cLAP3U0lG7doLCwkPbt2zNo0CAGDx7c8AClLurVP4mku/LyckaPHk1ZWRkLFy6kbdu2yQ5JRERSTDTbR4wG1gGT8Aq+fOxrE2mU6rKFQXa2N420RYuarzVvDmec8RgjR47k4YcfxrkatY0k/tQ/iQQpLy9n5MiRzJ8/n2OOOYaMjHhuGSwiIo1VrSOCzrk9ZjYLWOqc+zQBMYnE1bRpMHKkt5dfKB07env5BRZvOfnkmlVDhwz5M488cgVnnHEGixYt0pSrJFD/JFLdvn37uOiii1i8eDF33HEHv/3tb5MdkoiIpKhabxP69v1bi7eRMmZ2rK+wi0ijlJcHV1wBwXmbmbclxLZtNTdZz8vz2p3zvm655SEee+wKzjrrLJ5//nmya9tlXuJC/ZNIdWPGjGHx4sXcc889SgJFRCSiaOaL/B44AfgewDm3Fugex5hE4m7GDJg3D3JzvQQwN9d7PmNGdOd//PHHDBs2jCVLltCyZc1N4cVTWAjdu0NGhve9sDDmH6H+SSTAFVdcwYwZM5g8eXKyQxERkRQXTbGYcufcD5r2JummPls3fPfdd7Rv356HHnqIiooKmjdvHp/g0kDwNh3+fRkhpltmqH+SJm/37t385S9/4fzzz+ekk07ipJNOSnZIIiLSCEQzIviRmV0MZJrZ4Wb2IPBGnOMSSSnz5zvatbuVDh2O5pBDtrBgQYaSwFqE2qajtNRrjyH1T9KklZaWMnjwYH7961/zyScqmCsiItGLJhG8CvgZUAYsAHbgVecTaXTqM1Vx/nzH6NH5/PDDLcDpfPVVDuPGxWWaY1oJt01HXbfvqIX6J2mySkpKGDRoEKtWrWLu3Ln06tUr2SGJiEgjUmsi6Jwrdc7lO+eOd8718T3ek4jgREKpazLnP97Mqxa6caNX8MU/VTHU+VXnOC655DrKy/8EXA7MBjLjMbKVdsJt01GX7Ttqo/5JmqodO3YwcOBA/v73vzN//nxGjhyZ7JBERKSRCbtG0MxexNugOSTn3JC4RCQSQV3XnU2YALNmVW0VEbxlhD+hCzy3+jkP4tx04ErgAaBqLVqMR7bSzrRp1X9X4O3LOG1aw99b/ZM0dS+//DJvvfUWCxYs4IILLkh2OCIi0ghFKhZzd8KiEIlSpHVnwYlgYWH1JDCcwISu5jn/h5f8XUlgEgixHdlKR/7fR36+9zMO3JcxBtQ/SZPknMPMOP/88+nduzc9evRIdkgiItJIhU0EnXOr/Y/NrBXQTRs2S7LVZd1Zfn7tSSBUT+i8cyqA+4DxQFu8ZWjVxWpkK93VpzJrNNQ/SVO0bds2hg0bxm233cYpp5yiJFBERBokmg3lB6MNmyVF1GXdWTRTN4MTuo0by4FRwLXA4mrHZmZW7TlYUBCfBEfqRv2TNBXFxcUMGDCAd955h127diU7HBERSQPRVA29BW3YLCli2jQveQtk5q0V7N4dVq7M2d9e29TN4IRu3759ZGePAAqBaUBV8QUzmDsXKithwwYlgSnkFtQ/SZrbunUr/fv3Z/369bz44osMHDgw2SGJiEgaiCYRLHfO/RD3SESikJfnJW+5ud5zs6rpnxs3wt1399xfBTRU0uiXm1t9vdrevXu58MILKS19iubN7wZu3H+sGVxxhZK/FKX+SdLatm3b6NevHxs3bmTp0qWcfvrpyQ5JRETShDaUl0YnL88blcvNrbkGsKwskxEjvNFBqJk0+gVvHbF582beeOMN7r//fh57bAq5uVXTQOfNgxkz4v2vknpS/yRprX379pxyyin89a9/pV+/fskOR0RE0kikqqF+VwH5VG3YvByYGs+gRKIRaQ2gP9ErKPCSxoMOgu3bqx9TWgo33riXiy9uTo8ePfjXv/5Fu3btAI3+NSLqnyQtbdy4kWbNmtGlSxcKCgqSHY6IiKShWhNB51wp3oWWts+WlNKtm5fwhRO46XtwEujZxaZNQ7jxxhP405/+tD8JlMZD/ZOkoy+++IL+/fvTuXNn1qxZg5nVfpKIiEgdaUN5abRCbVgebNOmqmSwup3AWcDr/Oxno+MToMSN+idJV+vXr6d///7s2rWLxYsXKwkUEZG4iWZD+XOBHwHzfc8vAjbEMSaRqARuWB5uZLBbt1BTSH8A/hd4myuvXMCIEb+OX5ASL+qfJO18+umnDBgwgL1797Jq1SqOOeaYZIckIiJpLGyxGOfcat+mzT93zl3onHvR93Ux8P8SF6I0VYWFXtGXjAzvu7+wSyB/4Zj582tWCPXvEVh9G4lKvCTwXQ44YBEPPqgksDFS/yTpaNKkSZSXlysJFBGRhIimWEwnM+vhnPscwMwOBTrFNyxp6goLq0/79LWdzTEAACAASURBVBd/gZqFXAoLvVHB0lLIyKiksjKjxvYQVe+VAVxNVlY2s2adnaB/jcSR+idJG/PmzWP79u389Kc/TXYoIiLSBESzfcRkoMjMisysCFgFTIprVNJk+UcBR4youfYvsPhL4PHjxlVNDa2szNg/EuhPAvPy4K67isnJWe7bEuLXzJlztiqDpod69U9m9qiZFZvZRyFeu9bMnJkdFNB2g5mtN7NPzezMWP4DpGlbu3Yto0ePZu/evXTq1ElJoIiIJEytiaBzbhlwON7F1SSgp3Pu5XgHJk1PcFIXSvB6P/9IYKDghHHLli089FA/9u4dzrfffs+GDXXfHiKaaaqSeA3onx4HBgY3mllX4HRgU0DbkcBw4Ge+c2aYWWaDg5cmz78m8JVXXmHr1q3JDkdERJqYWqeGmllz4HLgV76mIjP7s3NuX1wjkyYnVFIXrPp6v/B7CfrbN2/ezIABA9iyZQt/+ctf6rVFRF2mqUpi1bd/cs69ZmbdQ7x0L/Bb4PmAtqHAQudcGfCFma0HTgDebGD40oS9/fbbTJkyhU6dOvHqq6/StWvXZIckIiJNTDRrBGcCzYEZvucjfW2XxSsoaZoibRAPVcVfoGpdoAuzgUC3brBhwwYGDBjA9u3bWb58OSeddFK94oo06qhEMOli1j+Z2RDgK+fcB0El+7sAawKeb/a1hXqPccA4gM6dO1NUVFTXMGKipKQkaZ8dLJVigdjEs3JlDg8++BN27GgOQNu2+7jqqvWcdlpxVOd/9NFHXH/99bRt25bbb7+djRs3sjHSVIgEScffVaykUiwiIrESTSJ4vHMusHzZq2b2QbwCkqYr0gbxgcVfJkyAWbPCJ4H+hLGwsJDvvvuOlStXcvzxx9c7rtpGHSWpYtI/mVk23qb0Z4R6OURbyP/6nHMFQAFAnz59XL9+/eoaSkwUFRWRrM8OlkqxQMPjKSyEO++EfQFjzjt2tOCuu46kV68jo7o5dMABB3DUUUdx7bXXcsEFF9Q7llhLt99VLKVSLCIisRJNsZgKMzvM/8TMegAVtZ1kZl3NbJWZfWJm68xskq/9LjP7l5n908yeNbN2AeeoIEMTNm1a6C0g5s9n/7q+wsLISWDnznv4858deXlw44038sEHHzQoCYSa01Fra5eEqlf/FMJhwKHAB2a2ATgEeN/MfoQ3Ahg4b+8Q4Ot6RyyNWn5+9STQb+/emsWsgvlH/fr06cOaNWvo1EkFbkVEJHmiSQSvA1b5qvKtBl4FpkRxXjkwxTnXCzgRmOgrurACOMo5dzTwGXADqCCDeIleQYE3+udV9/SeB95hjzQd1Axuv30h99xzHJ999hlmxt/+1q3BRV7CJaj+aaqSVPXtn6pxzn3onMtxznV3znXHS/56O+e+AV4AhptZlm97isOBt2P3T5DGJNJMgEivvfzyy/z0pz9lzpw5AARNPxYREUm4WqeGOudeMbPDgZ54U6T+5SuaUNt5W4Atvsc7zewToEtQRb81wPm+xyrIIOTlRV53F+lC60c/+ieTJ0+mZcuWlJeXx6zIi//Y/Hzv87t1q749hSRPffsnM1sA9AMOMrPNwO+dc3PCfMY6M3sa+BjvBtdE51x9Rh0lDUSawh5ulsDSpUs599xz6dmzJ0OGDIlfcCIiInUQNhE0s3PDvHSYmeGcWxLth/iq8/0ceCvopUuBp3yPoyrIkIxiDKm2SDyV4mloLCtX5jB7dg+Ki7PIySnjsss+j1hwISfnRLZubRnilff4/vtTyc5uxp133klxcTFTpvSgtLT6saWlMGXKHrp0WRPiPcLr0gUef7x6WzT/7FT6XUH6xNPQ/sk5d1Etr3cPej4N0BiwMG0ajB5dc3poixahZwm8+OKLnHfeeRx11FGsWLGCjh07JiZQERGRWkQaEXwGWOv7guoFExwQVSJoZgcAi4GrnXM7Atrz8e6u+yfrRVWQIRnFGFJtkXgqxVPXWPzVPjdtgg4dYMeOqguqrVtbcu+9kQsuTJ9efZTP80/gNLKzD+SBB/7ExRdfDEBxmHyyuLhlwn5+qfS7grSKJyb9k0i0gvuuPXtg1y7vtY4d4f77a84S+PLLLzn//PM59thjWb58Oe3bt0984CIiImFESgTPAy4EjsbbU2uBc259Xd7ct8fXYqAw8A69mY0CzgZOdW7/ii8VZEhzwVM1t2+veUzgZvChpmL6L7QmTQo8vwdwNrt2/ZGPP961/73CTeFSkZe00OD+SSRaofoufyGrSFPEu3btysKFCxkwYAAHHnhgYoIVERGJUthiMc65Z51zw4G+wH+A6Wb2dzPrG80bm7cSfg7wiXPunoD2gcD1wBDnXOC4jgoypLloNoyHqrV8Gzd6hWH8z/2FXqouvN4BdgIHAPPYsyeX2bN77H8fFXlJXw3tn0TqItJeoqEsWLCAlStXAjBs2DAlgSIikpKiqRq6B/gB2AG0BkIt0ArlZLzNnQeY2Vrf1yDgIaANsMLXNgu8ggyAvyDDMlSQIe1Eu+9eZmbki67CQti+/RW8HGByteOKi7P2P46mCqk0evXtn0SiVpe9RJ944glGjBjBvffeiwtX4lhERCQFRCoW0x+4CK9y50rgfufcu9G+sXPu74Re97c0wjkqyJCG/GtrorkmMoOKMOm//6LrmmuWAcOAnxD8n0tOThmBuUBtVUilcWpo/yRSF9FOM58zZw5jx47l1FNPZdGiRdoiQkREUlqkNYKv4FXh+DuQBVxiZpf4X3TO/SbOsUkaCF5bE6xZMygvr3runJcMhkoau3XzKvAVF58P+LekPKjaMZdd9rnvNUlz6p8kYaZNq9mPBU8znzVrFuPHj2fgwIEsWbKEVq1aJT5QERGROoiUCI5OWBSStiKtC8zNhZKSmkVjQiWD2dlwyy1lXHrpVcAxwHKgegW+jh3xbT2hRLAJUP8kCVPbXqLOOd555x3OPvtsnnnmGbKyssK/mYiISIoImwg65+YmMhBJT+HW1pjBhg2QEWaVqnNeohh40QVZlJSsAHKA6sUXsrO98u3SNKh/kkQLN818586dtGnThoKCAioqKmjRokXigxMREamHaIrFiNRbuK0a/O3hXs/N9RLFykqYOnUe778/hRtvdOzZczjBSWBmporAiEji3X777RxzzDF88803ZGZmKgkUEZFGRYmgxExhIXTv7o3yde/uPa9tC4faXn/00UcZNWoUa9euZdOmvSE/t7JSSaCIJNbUqVO54YYbOPHEEznooINqP0FERCTFKBGUmPAXhQne+w8ib+EQuMUDVG0dkZ8Pl146izFjxnDGGWfw0ksvkZsbet2NNogXkURxznHzzTdz8803M3LkSObNm0ezZpGW24uIiKSmiImgmZ1pZmPMrHtQ+6XxDEpSV/Co38qVORQWwqhR4ff+y8urmua5YUPN0bu8vKqRQf/WERs3PsRjj43n5z8/m+eee45WrVppg3ipRv2TxFOoGQ4AM2fOZOrUqVx66aU89thjZGZmJjNMERGRegubCJrZbUA+8D/AK2Z2VcDLV8Y7MEmuUBdBoUb97rjjp4weHX7vv40ba15IhfqMmolkV+DXbN++mJYtvX0BtUG8+Kl/kngKN8OhsBCGDx/ObbfdxiOPPKIkUEREGrVI81kGAz93zpWb2S3Ak2bWwzk3mdAbxUuaCN77z38R1KpVzVG/8vLaZxf7L6RGjIBJk6qqewZ+RlUiuQ74GTAUGMqXX1Z/L20QLz7qnyRuJk0K7uscpaUF3HjjKPLyOnDDDTckKzQREZGYiXQV38w5Vw7gnPse78KrrZktAlQaLY2F2vuvtLTmfn/1sX27lwCGutCCW/D2CFyzv1Xr/yQM9U8SF4WFwX1dJTARuIJNmwpDnyQiItIIRUoE/2Nmff1PnHMVzrkxwKdAr7hHJkkTbu+/WKmZVDrgRuBW4BLgeEDr/yQi9U8SF/n5gc8qgcuBmcBv6dZNy09FRCR9REoELwDeDm50zt2Et4BL0lS4UbjWrb21eYGaNaukefOGfJoDrgVuB64AZmOWqfV/Uhv1T1KrcAVfIh2/caP/WQVwGTAbuAm4ndtu06xjERFJH2ETQefcbufc7sA231ocnHNfxTkuSaJQ1TlbtIC9e731fn5mcNZZX/PYY1UFXOpeO+EvwD3AVcAMICNsdVERP/VPUptwBV9WrsyJeHyVTcDzeFPWp9Kxo6lPEhGRtFLXfQSHxCUKSSmhqnO2aQP79lU/zjl4/vku5Od7yWNlJcydWzOJDJadDR07+p+dBbwE3A/Y/v0ERepB/ZPsF26t8+zZPWo5vgJvpsKheMWrfk92dlWRKxERkXRR10RQ82KaiOC9/779NtyRVq20eqgkcvz46s9nzarg+OMn07LlR3j/SZ0FmNYESkOpf5L9wq11Li7OAmpOG/WmhO4DLgT+4Dv6R4CmqYuISHqqayJ4HICZHR+HWCSF1Va90795PNRMImfMqHq+fn05y5ZdwrJl93Huucu1J6DEkvon2S9cn5WTUxZy2iiU4S09XQwcuP/43Fz1SyIikp6iTgTN7EjgFjP7N14JNWlCQq0bDFZbtdF9+/Zx8cUX8+STT3LbbbdRWDilWsKoiy2pL/VPTVe4gjCh+qzsbLjsss9DTBvdA5yLtybwIeDq/cdrloKIiKSrSBvKY2a5wEW+r3IgF+jjnNsQ/9AklfiTtPz8wKp61UUaNSwrK2P48OE899xz3H333UyZMiX2QUqTov5J/CN7/qTOP00dqvdZmzZ5/dO0adClSzG33XZkwLs44DxgKfBncnPHVTteN6hERCRdhR0RNLM38P4yNgfOd84dB+zURVbt6lqyvLHIy/MujJqFuX0waFD4cysrKykpKeHBBx9UEigNpv5JIHxBmHDT1P1JXfWbVoa3LnAOubnjNEtBRESajEhTQ/8LtAE6A518bS784QLhS5anSzI4aRKUl4d+benSmm27d+/mhx9+oFWrVixbtowrr7wyvgFKU6H+ScLOTgjX7jdtGrRqVQL8zddyCdnZl2oaaCMXzU3YwGMOOsj7SrebtiIi0Yq0j+BQ4H+A94FbzewLoL2ZnZCo4Bqj2u5QN0b+P5xmsH17+OOC1wju2rWLs846i0GDBlFRUUFmHTYZTNdRVYkN9U8C4fctra2rGTx4B127DsTsf4H/qlhVGojmJmzwMdu3e1/peNNWRCQaEYvFOOd+cM496pw7HfgFcDNwn5l9mZDoGqFwBVNqK6SSqgL/cNYmO7sqeevWbQe9ew9k9erVTJgwoU5J4IQJMHJk+o6qSmw0pH8ys0fNrNjMPgpou8vM/mVm/zSzZ82sXcBrN5jZejP71MzOjMs/SOqsoqJu7QAlJSWceeaZfP75WyxaNBfnOmkaaBqI5iZsqGMiHS8iku6irhrqnCt2zj3onDsJOCWOMTVq4Qqm1Lb9Qqqq7Q9noF27/Mnb93z55Zl89tmbTJiwgLw6XGEVFsKsWV4CGEh/oCWSevRPjwMDg9pWAEc5544GPgNugP0VSYcDP/OdM8PMor+zIXGTmxtde9Wshu8YNuz3vPPOeyxatIjzzjsv7jFKYkRzEzaaG7KN9aatiEh9REwEzeyXZna+meX4nh9tZk9StbBCgoQrWd5Y157U74/iGOA9YBEvvvjrOp2Zn18zCWxYLJKuGtI/OedeA74NanvZOedfAbsGOMT3eCiw0DlX5pz7AlgPaApqCgjV35pVL1xVfVZDAeXlH9Gs2RJ27TonkaFKnEVzEzaaG7KN9aatiEh9hN0+wszuAs4G1gLXm9lLwATgNuDSxITX+IQrWd5Ypx116xbdtNDq7gTGAgPrnLxFOl5/oMUvAf3TpcBTvsdd8BJDv82+tlBxjQPGAXTu3JmioqIYhFJ3JSUlSfvsYPGM5ZNPcqisPALIxKv+6d1IevTRCjp0+JTTTitmypQTKS1t6TvjOuB/KSs7milT9tCly5ow75wYqfR7gsYdz4gROdx9d0/KyqoG67OyKhgx4lOKiorDHhMo+Pj6xiIi0mg450J+AR8DLX2P2wO7gcPDHZ+Mr+OOO84lwqpVqxLyOdFKZDzz5zuXne2cd3kV6esbB1MdVFRrz82t2+fl5oZ+fzMvlto05d9VNBpLPMC7LsL/+7Hon4DuwEch2vOBZwHzPX8YGBHw+hzgvNreP1H9Uyip9HuORSzz53t9g5n3ff782vsmf98DWxwMdPB5jT4l2VLp9+Rc448n1H8nkY7p2NH7inR8cCy19U360pe+9NWYviJNDd3tnNvjSxa/Az51zv072gTTzLqa2Soz+8TM1pnZJF97BzNbYWb/9n1vH3COCjKkmLw8r5peuLU4nq+BfsCf8JZWeUJNia2tGmi4qV5XXNF4R1UlLhrUP4VjZqPwRhrznHP+Scqbga4Bhx2C9x+9JEC4apCTJkVev7xpE3z99dc0a9YPb7bw5mqva4ZB+gm3b2S4Y7Zt8760b6SINFWREsHDzOwF/xfQPeh5bcqBKc65XsCJwERf0YXfAa845w4HXvE9V0GGFBAuSfP/4QydDH4J9AU2M3ToMnJzf4oZIcuxR1PeOzDx9L/PvHkwY0ac/tHSWDW0f6rBzAYC1wNDnHOBKcYLwHAzyzKzQ4HDgbcb/C+QqISrBhlpKxuAgw/eTN++fWnW7CuyspYRWEOoMa/bFhERiZWwawTxCiQEml6XN3bObQG2+B7vNLNP8NbVDMUbPgKYCxThXXztL8gAfGFm/oIMb9blc6V+/Ema/4LLn6RBVTJXc/3eBmAAsJ1hw15myZJfRvyMSOW9AxPGvDzdmZVaNah/MrMFeP3QQWa2Gfg9XpXQLGCFmQGscc5d4ZxbZ2ZP401HLQcmOucibFAgsVSfIlEtW37J3r192blzO6tWreA//zlx/7rtnJw9TJ/eUn2MiIg0eWETQefc6nCvmdnJdfkQM+sO/Bx4C+jsSxJxzm3xV/wjyoIMySjGkGqLxOMRT/WCCp7SUqoVVMjJOZGtWwOPWQ/spnXrZfzmN2W1xrRpU1/8BR2qtzuKisL+51YnTeF31RDpEk9D+yfn3EUhmudEOH4aoDGkBJowwZsdsH+Cbh088MCBLF58BFOnTuX444/nxBOrbi4VFa2hX79+MY1VRESkMYpUNTQT+DVeMrbMOfeRmZ0N3Ai0wkvsamVmBwCLgaudczt8d9pDHhqircYlgHOuACgA6NOnj0vEH/SioqKUunCIRzzFNYuk+dpb7v+s6dP9o4a7gNbAabRo8Rl//nMbogknXAXSbt0sZv+epvC7aoh0iSdW/ZOkpgkTYObM+py5gYyMHMaObcvYsctiHZaIiEhaibRGcA5wGdAReMDMHgPuBu50zkWbBDbHSwILnXNLfM1bzezHvtd/DPhTEBVkSKJo9mDKy4Pf//5jMjOPABaSmwvXXfdl1FOs0m2PRUmqBvdPknr865TrlwR+CpxEZeWY2AYlIiKSpiIlgn2A051zNwCDgAuAfs6556J5Y/OG/uYAnzjn7gl46QVglO/xKOD5gHYVZEiScNU6N26sKhzzz3/+k7vv7kdOjuPjj49hwwY47bQwQ4khhCoEE1xQRiRKDeqfJPVU3/i9rj7GW/JZwY9/nB/zuCJVOhYREWmsIiWCe51zlQC+Mu2fOee+qcN7nwyMBAaY2Vrf1yDgduB0M/s3cLrvOc65dYC/IMMyVJAhoYK3iTCrWpuzcSNcdtn7nHxyf7Kysli9ejW9evWq9+fUVt5bJAoN7Z8kxYQqJhWdD/GSQKNlyyLuuuuomMUUTaXj+r5v9+4wYEBfJZciIpI0kaqG/tTM/ul7bHjl2v/pe+ycc0dHemPn3N8Jve4P4NQw56ggQxL5q3V27x58V/5r9uw5lczMA/ngg1fp0aNHkiIU2a9B/ZOknvqNBFbi7TrUgnbtVvHQQ4fH9OZStJWO66J6hWYLWaFZREQkESKNCPYCBvu+zg54frbvuzRStU11ql6u3QEHA7dQUbFaSaCkCvVPaaSw0JuFEE5m2B1lM4CnmD59Nd99F9skEMJvXVGfLS38IiWXEl+a5isiUl2kRLCVc26jc24j8I3/se/5jxMUn8RYNFOdqgrErAbW+h5PIjf0jvIiyaD+KY3k54feJsIM5s+H8vLgV94CbsW7UXUU11xzWFziiqaIVl3FI7msj6aWFMVrmq+ISGMWKRF8MuBx8KbuM+IQiyRApLvR/gsDb4rWSuB/gUn4d/EoKdEfTUkZ6p/SSLgkyLmq6ZJV96Fex1tePg/4gXjen4pHpeN4JJd1FS4pWrkyp/aTY/DZyUhANRIrIlJTpETQwjwO9VwaiXDrcPwXAt7rf8WbYfcT4Bn8v+7t23UHVVKG+qc0Ei4JCkzyBg0Cb5bCmXiDvqvJzm4X1+1n4lHpOBW20QmXFM2eHd+p/8kclUuVkVgRkVQSKRF0YR6Hei5xFHwHtT53bQsL4aCDwr+emem/MHgROAc4ElgFVP8s3UGVFKH+KY3UlhwVFsKjj76Kt1NIN6AIsy6MGhX/AiuxrnRcPbl0SdlGJ1zyU1ycFdfPTeaoXCqMxIqIpJpIVUMPMbMH8O6u+x/je94l7pEJEFxhzruDevfdPenVK/oLh+D3CKWiArzr5znAMcByoH3IY3UHVVKA+qc04u/L8vO9/qVbNy8JDGwvK9sOHIG3u1BnnIOlS5MUcAP5KzQXFa2mX79+Cf/8bt1Czw7JySkDWsbtc5M5KjdtWs2/g4keiRURSTWREsHrAh6/G/Ra8HOJk1B3UMvKMutUvjya/bkyMsqprGwGLAT2Am3DHqs7qJIC1D+lGX9yFGzbtm1s2nQQcAEwjMA/W7opVT/hkqLLLvscbzZIfIRLQBPxN6W2mw0iIk1R2ETQOTc3kYFIaPW9g1pYWPUHL1Q1vurmUVn5AK1avczu3e3x3xFu3txbF7N3b9WR2dneWp3u3b33zsk5kenT9cdUEkv9U9Pw4osvctFFF9Gp0/MUFw8g+E+WbkqFF/g3IDjpCZcUdelSTDwTwWSPyoW72SAi0lSFTQTN7IVIJzrnhsQ+HAnWoYNXpCVUezjRTAWtMgcYS8uWA3jwwRZMnVr9wgCqXywMGgRz51a999atLbUZsiSc+qf0t3jxYoYPH07v3r0ZM+Y4Jk82TeuLUqglBcH9dKikqKgovnFpVE5EJLVEmhr6S+BLYAHepk2qxNdIRDMV1DMLGE9GxkBmzFjC6NGtGDOm5lGBf6S7dw+/2F9/zCWB1D+lsaeffpqLL76YX/ziFyxdupQDDzyQ1q2VQEQrUlGWZP/MNConIpI6IlUN/RFwI3AUcD/exk3bnHOrnXOrExFcU1dYGHo0EODbb8OfF2naqBl07AitWz8GjKdVq8HMmfMco0e3iiomleCWFKH+KU299957XHTRRZx00kksW7aMAw88EKiq3jlvnnfcyJFNYyP0+lA/LSIi0QibCDrnKpxzy5xzo4ATgfVAkZldlbDomrDCQrj00vCvh1sbU1jobTMRSm6uVwJ92zb4+ONTueqqq5g58xluuSUr6s19VYJbUoH6p8Yv3MbivXv35oEHHuCvf/0rbdq0qXFOsvaha0zUT4uISDQijQhiZllmdi4wH5gIPAAsSURgTV1+fvUiLdW5kGtj/BdJ3lYQ1fnX0zz//PNUVFTQrVs3fvGLB5gwoUWdLqpSYTNkEVD/1JiFSuguvXQed931KWbGxIkTad26dY3zkrkPXWOiflpERKIRNhE0s7nAG0Bv4Fbn3PHOuanOua8SFl0TVtsUnlBrLMKtDczMhD//2fHppzdzzjnnMHfu3LDH13ZRVX0zZOjceU/CN0MWUf/UuNXse2ayd+8l3HrrHRHP05TH6AT308nYtF5ERFJfpBHBkXi7904C3jCzHb6vnWa2IzHhNV2RpvBkZLiQUznDXQxVVDg++ugGpk6dyqWXXsqoUaMiHh9NErphgzfNdOHCNbq4kGRQ/9SIVe9jHgAmAIPZtWtmxPM05TF6gf30hg1KAkVEpKZIawQznHNtfF9tA77aOOfC7zYuMTFtGrRoEfq1ysqMkFM5Q18MOdq0uYY77riD8ePH88gjj5CZmRnheF1USepT/9S4VfUx0/Fy+XOAZ8jNzYp4nqY8ioiIxE7ENYKSPHl58OijXoVPv1BFYEpLYcQIb/pPSUnN5LFly8/Ys2cWkyZN4uGHHyYj4E10USUiyTBtGrRqVQ48D1wAPE12dota+x5NeRQREYkdJYIpLC/Pq/DpXNVXJNu3e8d4yaMjNxdmz+7Jhx+u5d5778Ws+lZruqgSkUTyVwodMWIv2dnN6NBhKfAkubnNo+57NOVRREQkNiJtKC8ppkOH8PsK+u3bB61bVzBkyFhOOukk8vIuA3qGPV6b+4pIIhQWwtixjt27fw8UsX37MrKzD2D+fPVBIiIiydCkRgTD7VuVXnGUs2nTJTz22GNs2bIllm8sIlJvv/mNY/fuG4GpeHV+srT1g4iISBI1mRFB/75V/pLl/kIrkNi70Q2J49tva3v3fcDFwDP86U9/4ne/+13DghURiYH58x3ffnsdXnGYy4EZ+O9DausHERGR5GgyI4KpshFxQ+KIXM2zEq/owjPk5d2jJFAkAjN71MyKzeyjgLYOZrbCzP7t+94+4LUbzGy9mX1qZmcmJ+rG68orb8VLAq8CZhL4p6c+VYpTZXZHOtPPWEQk/TWZRDBVNiJuSByhqnyCV+gFMmjX7pdccsmDzJ8/uSEhijQFjwMDg9p+B7zinDsceMX3HDM7EhgO/Mx3zgwzy0xcqI1LcAKxcmUOP/xwEXArcD9QvWhVXasU+2dVbNxIyG10pOH0MxYRaRqaTCLYoUPo9kTvmdeQvfv8VT47d96zv8rnnDmlfPDBhzgH3313PXPnXhnbgEXSkHPuNSB4svVQYK7v8Vy8ze387Qudc2XOuS+A9cAJCQm0jX8g2AAAIABJREFUkameQFSyceNT3HXXEXTs2BO4meAksGPHuk/NT5XZHelMP2MRkaahSawRLCyEHTtqtrdokfg986ZNq75GEOq2d19eHnTpsoZ+/fpRUlLC4MGDue66f/Kf//yHdu3axSdokaahs3NuC4BzbouZ5fjauwBrAo7b7GurwczGAeMAOnfuTFFRUfyijaCkpCQpnz1lyomUlrYEKoAxwFz27l3Kvn2nkpWVSVlZ1UBqVlYFV1zxKUVFxXX6jE2b+hKcUHrtjqKi1bWen6yfTSipFAtUxdPQn3Gs40kFqRSLiEisNIlEMD/f21YhWJs2iS9b7v+8/HxvOmi3bl4SWNc4duzYwaBBg3jzzTd54oknlASKxE/NK2IIuaunc64AKADo06eP69evXxzDCq+oqIhkfHZxMUA58H9AId500P9l506YNy+438skL+9I4Mg6fUa3bt6IY812i+rfnKyfTSipFAtUxdPQn3Gs40kFqRSLiEisxG1qaJhiDMea2RozW2tm75rZCQGvxa0YQ7j1d7VX4YyPhm6IXFJSwhlnnMFbb73FwoULydMmXCKxsNXMfgzg++4fqtoMdA047hDg6wTHllLCFRLp2nUfkIeXBN6GNx3US95itRF8qLXSLVpASYkKm8RKqJ9xXWauiIhI4xDPNYKPU7MYw53Arc65Y/GuEO6E+BdjCLf+LiOjcV44LFiwgPfff59FixZxwQUXVHtNld5E6u0FYJTv8Sjg+YD24WaWZWaHAocDbychvpQQqpDIiBFg5ti06V1gCXAXcAPgTQGNZQLhXyudm+sVyurY0Ytj+3YVNomV4J9xbq73XPccRUTSS9wSwTDFGBzQ1vf4QKruqse1GEO4apsVFY3zwuH//u//eO211zjnnHOqtavSm0h0zGwB8CbQ08w2m9kY4HbgdDP7N3C67znO/f/27j1KivLc9/j3GQbBwSsgHEVATFC3blRQE2I0IIL3A661RQ1DNpsEE8EjN8mWiLezDUslsHNwIxhDOBthFgETj8JJEOSek6UxQiSKSNAICKLIRbfcL/OeP6qa6empqu65dFUz/fus1Wtmqqq7nunpebufet/3ed06YB7wHvAqcJ9z7lgykScvqJCI17Qb8C3gfczGAF4CMWbMhgZPINJ7F085pebQ/7oWNtGFtCoN1YMrIiKFK+45giOBRWY2ES8JvdrfntdiDO3awahRbZg+/Xx27GiGmaOysnoOvH8/PPDAQdq1e6PG/Qthkvju3bt55plnGDlyJKWlpTRt2rRGTFWFGqpE/V4NoRCem3SKJ5ri8Tjnvhuy6/qQ48cDGhhH0FD7g8BdwEC8tUy/hnNeErhpE34xmOzzACsq6jZ3uqGWBkpdSEsluakLaaAkSEREGqe4E8GhwCjn3G/N7E7gV0BvYijG0LMn/PSn3vclJUGngx07mgdOBo9zknjQh6GePbdx/fXX8/HHH9OmTRsOHz4cGM+OkOJ7Yb9XQyi0CfSKJ5rikfqqXkjkAN4qG68Bt1U7rjaJWH2SsPDCJrmfH6KXTFAiKCIijVHc6wgOwptAAvAiVcM/Yy3GUJ+1/PIpaGjnkCFb6NatB9u2bePVV1/l6quvDr1/of5eItJ4jB8PTZsC7MNL/l7Du6Z3T7XjUnOw7767e9YhlvVZt+6WW2q3PUxD9SyKiIicKOJOBD8Bevjf9wI2+t/HWowhiYpoucw9qflhaBMHD/bg88938tprr3HttddGnkOV3kQkHoeAW4AVwAvA4BpHpOZgf/ZZ86xzleuThP3+97XbHkYX0kREpNjkc/mIoGIM9wCTzGwtXm3xH0L8xRjiroiWaxGXmh96mgFtcW4J3bt3z3oeVXoTkXx76CHHkSMnAd/GWyZiYNb7ZOvdq08SFpYsBg0XjaILaSIiUmzyNkcwohjDFSHHx1qMobw8vgQp17knLVt6JdBhC3AOcDbwOq1aBc9pDBLn7yUixeWLL75gy5ZPgYvwruXlLqp3b/z46nMEIfckLGyOoJl3sS3X9jB1XF0K1oiIiJyI4h4aWpRqN+xpHd7UydH+z7kngSIi+bJ792569+5NkyY34FUKrckimquo3r36jGYYPz74vM7VfgkJLZkgIiLFRIlgDHId9rRr11qgJ96fZdjx7bszV2OsA62PJSK1kd5mtG+/k27druedd95h5MhplJVVX6amrKxqYfcgufTu1TUJKy8PP68KvYiIiIRTIhiDXOaerFmzhpKSXkBzYCXe0CtPfYsVaKF5EamN6m3GDrZu7cXmze8zcuR8Jk68NbD3LvyClcv7XOWOHYO3N0TbqQtoIiLSWCkRjEG2YU+HDh2iX79+tGx5Ks2br8QrmuppiGIF9SnNLiLFp3qb8RjwAbCAuXNvBIJ778KSrrZtD+V9iGU+Cr3oApqIiDR2SgQbWNgV5KhhT82aNWPOnDmsXr2K6dPPb/Cqn1ofS0Rqo3rbMAlYBfTOWvAlKBkbMuTvWc9X3563qIttmY+9ZEmbnB5TF9BERKSxUyLYgGp7BXnlypVMmzYNgGuuuYYOHTrkpViB1scSkdo455yPgXLgv4Ay4EqgbgVfevfeEXmuhup5C2o7gx574sQLc3psXUATEZHGTolgA6rNFeQlS5Zw88038+yzz3LwYHAFvoai9bFEJFebNm3i8OEewP8FPjy+PV8FX/LZ8xb02IcONcnpsXUBTUREGjslgg0o1yvICxcu5LbbbqNz584sX76c5s2bB9+xgWiheRHJxYcffkiPHj04cmQP//ZvS+nYsSsATZpUJWep3rS6DufMvF/Ywu+pdjN1vBmUlnpfcz1ffXr1dAFNREQau7wtKF+MwhY2Tr+C/Morr9C/f3+6dOnC4sWLadWqVSyxaaF5EYmyceNGrrvuOg4cOMCyZcvo2rUr559ffaH31LDNP/4RZs6suR2i25nUUM30+5kFL//QoUPN448dq3k+gBEjYNcu7/tWrWDy5KoCNtna5DBaYF5ERBo79Qg2oFyuIG/ZsoVu3bqxdOnS2JJAEZFsSkpKaNu2LcuXL6drV68nMGzY5vPP1204Z9DjOVdzQfhUuxl0fPr5RoyA73+/KgkE7/vBg70kMqhNbtbsWM69elpgXkREGjMlgg0oagjmnj17ALj//vv5wx/+wBlnnJFwtCJS7Coq4Nxzt2JWyfXXf41Ro97i0ksvPb4/bAhlqmcuU7Yhl2H7nataCzB9GGrYsNGUXbvg8OGa248c8e4f1CaPGbNBCZ2IiAhKBBtc0BXkmTNn0qlTJ/7yl78A0LRp00RjFBGpqIAhQ/7Ktm1dgcfYvBl+9COjoqJqXl7QkE3w5vcFadky+pxhQzI7dqzqvUsf/pnZU1gbqaQzs03OVsVURESkWCgRzLPp06czePBgrrrqKi688MKkwxERAeDHP/4LBw9eBzQD/hnweuJ+9KOqJReClJXByScH79uzJ7qIS9Tw+VyHjaYLS0hB1T1FRESyUSKYR1OnTuWee+7hxhtvZMGCBZRlfgISEUnAW2+9xfbtvYBTgJVA5+P79u0Ln5eXGu4etr+yMnoNwKjh87kMG81M/Corg+/TtKmqe4qIiGSjRDBPFi5cyH333Uffvn15+eWX875EhIhILvbt28ett95KaemZeEng13K6n1nVcPeoIaB1XQMwatjopk1eQti+ffbHKSmpmiNY20Xp67okhoiIyIlIy0fkSZ8+ffj5z3/OsGHDOOmkk5IOR0QEgBYtWjBr1izef/8fGDEih8zKV5uhlqn5fU2awLFjPY7PAYTg5SjA25++D4KqLoefs0ULL1ms7ZIWKUFLW9Tm/iIiIica9Qg2sKlTp7J9+3ZKS0sZOXKkkkARKQgrV66kwu/iuuGGGxg+vD1hK9iELeeQsnt3buf0Cr/Y8aRqxIjwZSeiho2mRCWjQUNaa9M7GbZURl16N0VERE4ESgQbiHOORx55hPvuu49p06YlHY6IyHFLly7l5ptv5umnn+bIkSPHt0+eHFy85d57656Qhdm/v/p6f+nCKnymzpkaspltOYmox67rcbneX0RE5ESjoaENwDnH2LFjmTBhAkOGDOHxxx9POiQREQAWLVrE7bffTufOnVmyZEm15WtSida4cV7C06GD1/OXbSjk+PEwcGDDxRiVWGYO2QxTUhJcPCbXpLVDh+BEU9VHRUSksVKPYD055xg9ejQTJkxg6NCh/OIXv6Akqqa5iEhMfve739G3b18uuugili1bRps2bWocE9YLF6W8nNBhpVFatQpfPiJM0JDNTCed5C17UdvHThe1tIWIiEhjpIylnr766isWL17MyJEjefbZZ5UEikjBWLNmDV26dGHp0qW0bt06p/vkWjkzaFhplLIy7z6DBnlFZMD7OmhQdPIZNTQzNXR1xgyYOjX7HMMoucxRFBERaUw0NLSOKisrOXr0KKeddhqvv/46p556Kha18rGInBDMbBQwBHDAO8BgoAyYC5wHbALudM7tSSjErA4cOADAww8/zJgxYzg5bAX4DLWpnJn6ecSImnP/zLwKnl7VUEerVl7bOHBg1T7wisnMnAnf/nZwwlVR4SWkXtGZ6lLLSmTGVJ/Erb73FxEROZGo+yoHS5a0qXaFfNasYwwePJgBAwZw7NgxTjvtNCWBIo2AmbUDhgNXOuf+EWgC3A2MBZY65zoDS/2fC9LcuXMpLy9n/fr1mFnOSSDUvnJmeTns3AmzZ1fvSZs1y0v2jh6FcePWc+BAVbKYSgLTH3/QoJo9kKmkNCgJ1JBNERGR+lMimEVFBUyceCGbN3sfYDZvPsrgwQN54YUXuOyyy2iSGuMkIo1FKXCymZXi9QR+AvQDZvr7ZwK3JxRbpNmzZzNgwADat2/PueeeW+v7hw3D3Lw5enH1qHmG06efn3WO37FjqfbVS/4qKqLnBmYbTioiIiLZaWhoFuPGwaFDqWTvMDCAY8d+yxlnPMUjjzyYZGgi0sCcc9vMbCKwBTgALHbOLTazts657f4x282sZtUVwMx+CPwQoG3btqxYsSKmyOHVV19lwoQJXH755Tz00EOsXr261o/Rpk13PvuseeC+H/zgGOvXb6B37x21eswdO3rU6vj9++GBBw6yY0czIHikxYwZx2jZsvaxAOzduzfWv0uUQooFFE+UQopFRKShKBHMovoV8iHAb4F/58svRyUTkIjkjZmdidf71wn4AnjRzHJeKME59zzwPMCVV17pevbsmY8wa1i4cCFPP/00ffr04eWXX+bNN9+kLueeNCl8qYZDh5owe/bF/PSnF9fqMdu0ORiaXIbZsaN56HIO9YkFYMWKFXV6bvKhkGIBxROlkGIREWkoeRsaamYzzGyHmb2bsf1+M9tgZuvMbELa9p+Y2Qf+vhvzFVdtVV9DahgwDRiltaVEGqfewEfOuc+dc0eAl4Crgc/M7GwA/2vtu6Ly6LrrruPxxx9n/vz5lNWmlGeGVOXMMHVZ0H3IkL/X+j4lJXDLLdFVSbXQu4iISP3kc47gfwI3pW8ws+vwrrZf6py7BJjob78YryDDJf59pppZQUy+e/TR/ZSWzvF/6g7cq0IFIo3XFqC7mZWZVwHqemA9MB8Y5B8zCHglofiqqaioYM+ePTRv3pzHHnuM5s1r1/MWpLy8anmHTLWdEl1R4c0RDBO0riBUVRNNX2oiky7GiYiI1E/eEkHn3Cpgd8bmocBTzrlD/jGpq+r9gF875w455z4CPgC+ka/YcrV3715mzbqVY8cGcs4567W2lEgj55z7E/AbYA3e0hEleEM9nwL6mNlGoI//c6ImTZrEwIEDmTRpUk7HZ64POGxY+HqBQZU6o7YHGTYMvvc9QoeFptYVfP754GRv/374/e+9hFALvYuIiDS8uOcIXgBca2bjgYPAGOfcn4F2wBtpx231t9UQVzGGffv2MXbsWN577z1Gjx7Fbbd9Bnx2fH+Sc8YLadJ6IcUCiicbxZOdc+4x4LGMzYfwegcLwpNPPslDDz3EnXfeyWOPZYZaU9D6gNOmVe3PXC+wY8fgYaAdO+YWX0UFPPdczaUi0h9n/PiqC2rf+17wcVu2VB0zbpz3c4cO1e8rIiIidRN3IlgKnIk3xvIqYJ6ZnU9wabjAjxBxFGPYs2cPN910E++//z5z586ldevWBTVJvJAmrRdSLKB4slE8J74nnniCRx99lAEDBjBz5kxKS7M341FLMaSk1gssL/cSrcyiMbn0wqWWfYiaS2hWcyH4sMIwqeGfWuhdRESk4cW9juBW4CXneROoBFr729unHXcu3tpdiViyZAlr167lN7/5DXfccUdSYYiIVPPll18yY8YMBg0axAsvvJBTEgi5F1ZJHZcqGpO+SHy2IfGpXsdsBWWC5vaNH6/hnyIiInGLOxF8GegFYGYXACcBO/EKMdxtZs3MrBPQGXgz5thw/jim/v37s3HjRvr16xd3CCIiNTjnqKys5PTTT+eNN95gxowZNKlF5ZZcC6t06FA1lzA1XHPWrJqLxAfJpdfRLDi5q0viKSIiIvWTz+Uj5gCvAxea2VYz+wEwAzjfX1Li18Agv3dwHTAPeA94FbjPOVeLsgT19+mnn/LNb36TlStXAtC+ffss9xARyT/nHGPGjOGee+6hsrKStm3bUlJSu6Y7qMctU1mZt2RDqlfPuaq5g+mFZDKLzqT2Zet1NIN77w1P7srLvYSzsjK3xFNERETqJ29zBJ1z3w3ZFbg4s3NuPJDIQKBt27bRq1cvtm7derxXUEQkac45hg8fzpQpU7j//vvxVrSovVRSNWIE7NpVc3+rVl4Fz6Bevf37vful5v6ZVRWBSS8yE74AvKNjR1OBFxERkQIT99DQgrNlyxZ69OjB9u3bWbRokQpXiEhBqKysZNiwYUyZMoXRo0czefLkOieC4CVhO3fC7NnVh2DOnu1tLy8P79Xbtasqycu8VpYqMhM2z2/cuPXq4RMRESlAcVcNLSiffvopPXr0YM+ePSxevJju3bsnHZKICAAjRozgueee48EHH+TJJ5+sVxKYLqoCZ3ivXrSoZR7atdsBXFzneEVERCQ/ijoRPOuss7j11lsZPHgwV1xxRdLhiIgc17dvX9q0acPDDz/cYElgNkHLRuQiapmHAlsmUkRERHxFmQhu2LCBsrIy2rdvz5QpU5IOR0QEgKNHj7Jq1Sp69epFnz596NOnT6znD+rV27s3eF5hipZ5EBEROTEV3RzBdevW0aNHDwYMGKDCMCJSMI4cOUJ5eTm9e/fmnXfeSSyOzOqdkyfXnPuX6qDUMg8iIiInrqJKBNeuXUvPnj0pKSnhl7/8ZWzDrUREohw+fJi77rqLefPmMXHiRLp06ZJ0SMcFrfE3a5ZXNEZFYERERE5cRTM0dPXq1fTp04cWLVqwfPlyvv71rycdkogIhw4don///ixYsIDJkyczfPjwpEOqIarAjIiIiJyYiiIRTC3IfPrpp7Ns2TI6deqUdEgiIgDMnz+fBQsWMHXqVIYOHZp0OCIiIlIkiiIRNDNefPFF9u/fT4dUeTsRkQLQv39/1qxZQ9euXZMORURERIpIUSSCAK1bt046BBGRQEoCRUREJG5FVSxGRERERERElAiKiIiIiIgUHSWCIiIiIiIiRUaJoIiIiIiISJFRIigiIiIiIlJklAiKiIiIiIgUGSWCIiIiIiIiRUaJoIiIiIiISJFRIigiIiIiIlJkzDmXdAx1ZmafA5tjOFVrYGcM58lVIcVTSLGA4snmRImno3PurLiDaUgxtk9BCunvXEixQGHFU0ixgOKJkorlhG+bRERSTuhEMC5m9pZz7sqk40gppHgKKRZQPNkonuJQSM9rIcUChRVPIcUCiidKIcUiItJQNDRURERERESkyCgRFBERERERKTJKBHPzfNIBZCikeAopFlA82Sie4lBIz2shxQKFFU8hxQKKJ0ohxSIi0iA0R1BERERERKTIqEdQRERERESkyCgRFBERERERKTJFnwia2Qwz22Fm72Zsv9/MNpjZOjObkLb9J2b2gb/vxjjiMbPLzewNM3vbzN4ys2/EGE97M1tuZuv952KEv72lmb1mZhv9r2fmO6aIWH5mZu+b2V/N7P+Y2Rn5jiUqnrT9Y8zMmVnrpONJ4vUc8fdK7PXcGJnZKP/5fdfM5phZ86j/zzycP6jNir19iIglkfYhLJ60fbG2D1HxJNQ+FMx7XURblcjrWEQkNs65or4B3wG6Ae+mbbsOWAI0839u43+9GFgLNAM6AR8CTWKIZzFws//9LcCKGOM5G+jmf38q8Df/vBOAsf72scDT+Y4pIpYbgFJ/+9NxxBIVj/9ze2AR3oLirZOMJ6nXc0Q8ib2eG9sNaAd8BJzs/zwP+Jew/888xRDUZsXePkTEkkj7EBaPvz329iHi+UmqfSiY97qItiqR17FuuummW1y3ou8RdM6tAnZnbB4KPOWcO+Qfs8Pf3g/4tXPukHPuI+AD4Bs0oJB4HHCa//3pwCcxxrPdObfG//4rYD3eh89+wEz/sJnA7fmOKSwW59xi59xR/7A3gHPzHUtUPP7unwP/ive3S0kqnkRezxHxJPZ6bqRKgZPNrBQow3s+w/4/G1xImxV7+xAWS1LtQ1g8vtjbh4h4kmofCua9rpDe50RE4lT0iWCIC4BrzexPZrbSzK7yt7cDPk47bitVH/zzaSTwMzP7GJgI/CSJeMzsPKAr8CegrXNuO3hvokCbOGPKiCXd94GFccaSGY+Z9QW2OefWZhyWSDwUwOs5I56CeD03Bs65bXjP4RZgO/Clc24x4f+fcUm0fYiQSPuQrhDahwyJtw9pEm8bCul9TkQk35QIBisFzgS6Az8G5pmZARZwbBzrbwwFRjnn2gOjgF/522OLx8xOAX4LjHTO/VfUofmOKSwWMxsHHAUq4oolMx7//OOAR4MOjTse//lJ9PUcEE/ir+fGwp+z1A9veNo5QAszG5hsVJES+xsn1T5kxFBGwu1DgEJ6v0u0bSik9zkRkTgoEQy2FXjJed4EKoHW/vb2acedS9XQlXwaBLzkf/8iVUNQYonHzJrivTlWOOdScXxmZmf7+88GUsOJ8hpTSCyY2SDgNqDcOZd6Q8778xMQz9fwPpSvNbNN/jnXmNl/SygeSPD1HBJPoq/nRqY38JFz7nPn3BG85/Vqwv8/45JI+xAmqfYhQKLtQ4hCer9LrG0opPc5EZG4KBEM9jLQC8DMLgBOAnYC84G7zayZmXUCOgNvxhDPJ0AP//tewEb/+7zH418Z/hWw3jn372m75uO9aeN/fSXfMYXFYmY3AQ8CfZ1z+zNizNvzExSPc+4d51wb59x5zrnz8D4wdHPOfZpEPL5EXs8R8ST2em6EtgDdzazMf76vx5vfFPb/GZfY24cwSbUPQZJsHyIU0vtdIm1DIb3PiYjEyhVAxZokb8AcvLk1R/DelH+A90Y4G3gXWAP0Sjt+HF6FsA341c1iiOcaYDVelbI/AVfEGM81eENe/gq87d9uAVoBS/HeqJcCLfMdU0QsH+DN10htey6O5ycsnoxjNuFXBUwqnqRezxHxJPZ6bow34H8C7/t/31l4lQxD/z/zcP6gNiv29iEilkTah7B4MvbH1j5EPD9JtQ8F814X0VYl8jrWTTfddIvrZs5pWLuIiIiIiEgx0dBQERERERGRIqNEUEREREREpMgoERQRERERESkySgRFRERERESKjBJBERERERGRIqNEUGows73+1/PMzJnZE2n7WpvZETObknGftWY2J2PbCjO7Mu3n88zs3ZBzXmJmy8zsb2a20cwe8dd2wsweN7MxDfk71lfU7yIi+aG2KTu1TSIikislgpLN34Hb0n7uD6xLP8DM/gHvtfQdM2tR2xOY2cl4C/Q+5Zy7ALgMuBoYVtegczhnk3w9tojEQm2TiIhIPSgRlGwOAOvTrp7fBczLOGYA3kLWi4G+dTjHAOCPzrnFAM65/cD/AMamHXOZf1V+o5ndA2BmZ5vZKjN728zeNbNr/e03mNnrZrbGzF40s1P87ZvM7FEz+3/Av5rZm6kH96+i/9X//gozW2lmq81skZmdnbZ9rZm9DtxXh99TRBqO2ia1TSIiUg9KBCUXvwbuNrNzgWPAJxn77wLmAnOA79bh8S8BVqdvcM59CJxiZqf5my4FbgW+BTxqZufgfUhb5Jy7HO9K/dtm1hp4GOjtnOsGvAWMTnvog865a5xzTwInmdn5ab/DPDNrCvwHcIdz7gpgBjDeP+Z/A8Odc9+qw+8oIg1PbZNHbZOIiNRaadIByAnhVeAJ4DO8D1XHmdlVwOfOuc1mthWYYWZnOuf2AC7gsYK2Wcj29ONfcc4dAA6Y2XLgG8Cf/fM1BV52zr1tZj2Ai4E/+tN4TgJeT3u89PjnAXcCT+F92LoLuBD4R+A1//5NgO1mdjpwhnNupX/fWcDNITGLSDzUNqltEhGROlIiKFk55w6b2WrgAbwr5P89bfd3gYvMbJP/82nAPwHTgV3AmWnHtgR2BpxiHfCd9A3+1fC9zrmv/A89mR/GnHNulZl9B+9q/Cwz+xmwB3jNORd29X9f2vdzgRfN7CX/8TaaWRdgXeaVdTM7IyAGEUmQ2ia1TSIiUncaGiq5mgQ86JzbldpgZiV4BRoudc6d55w7D+hH1RCsFcDAVIU9YBCwPOCxK4BrzKy3/7gnA88AE9KO6Wdmzc2sFdAT+LOZdQR2OOd+CfwK6Aa8AXzbzL7uP1aZmV0Q9Av5Q7yOAY9QdTV+A3CWmX3Lv39TM7vEOfcF8KWZXeMfVx75bIlIXNQ2qW0SEZE6UI+g5MQ5t46Minx4V8q3Oee2pW1bBVzsFzF4HrgIWGtmDm9OzE8CHvuAmfUD/sPMnsUb8jQLSC8D/ybwO6AD8IRz7hMzGwT82MyOAHuBf3bOfW5m/wLMMbNm/n0fBv4W8qvNBX4GdPJjOWxmdwCR8Ho4AAAAdklEQVTP+EOuSoH/5f/ug/GGe+0HFkU8XSISE7VNaptERKRuzDmNKBERERERESkmGhoqIiIiIiJSZJQIioiIiIiIFBklgiIiIiIiIkVGiaCIiIiIiEiRUSIoIiIiIiJSZJQIioiIiIiIFBklgiIiIiIiIkXm/wOFklR9rPFFBAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bc_model, bc_obs = bias_scatter(site_num, column_str, obs_column, model_column, True)\n",
    "nbc_model, nbc_obs = bias_scatter(site_num, column_str, obs_column, model_column, False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate R-Squared and RMSE for all AWS. Then report mean value.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21.47548195532132\n",
      "-16.885106372338193\n",
      "14.12495254934127\n",
      "-0.6048451514894491\n"
     ]
    }
   ],
   "source": [
    "### Bias Corrected\n",
    "bc_RMSE = np.zeros(len(site_num))\n",
    "bc_bias = np.zeros(len(site_num))\n",
    "bc_offset = np.zeros(len(site_num))\n",
    "bc_factor = np.zeros(len(site_num))\n",
    "\n",
    "for j in range(0, len(site_num)): \n",
    "    bcobs = bc_obs[j].dropna()\n",
    "    index = bcobs.index\n",
    "    bcmod = bc_model[j].reindex(index)\n",
    "    bcobs = np.array(bcobs.values).flatten()\n",
    "    bcmod = np.array(bcmod.values).flatten()\n",
    "    \n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(bcobs, bcmod)\n",
    "    bc_RMSE[j] = utilities.calc_rmse(bcobs, bcmod)\n",
    "    bc_bias[j] = utilities.calc_bias(bcobs, bcmod)\n",
    "    bc_factor[j] = np.mean(bcmod / bcobs)\n",
    "\n",
    "### Not Bias Corrected\n",
    "nbc_RMSE = np.zeros(len(site_num))\n",
    "nbc_bias = np.zeros(len(site_num))\n",
    "nbc_factor = np.zeros(len(site_num))\n",
    "\n",
    "for j in range(0, len(site_num)): \n",
    "    nbcobs = nbc_obs[j].dropna()\n",
    "    index = nbcobs.index\n",
    "    nbcmod = nbc_model[j].reindex(index)\n",
    "    nbcobs = np.array(nbcobs.values).flatten()\n",
    "    nbcmod = np.array(nbcmod.values).flatten()\n",
    "    \n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(nbcobs, nbcmod)\n",
    "    nbc_RMSE[j] = utilities.calc_rmse(nbcobs, nbcmod)\n",
    "    nbc_bias[j] = utilities.calc_bias(nbcobs, nbcmod)\n",
    "    \n",
    "### Print Values\n",
    "print(nbc_RMSE.mean())    \n",
    "print(nbc_bias.mean()) \n",
    "print(bc_RMSE.mean())    \n",
    "print(bc_bias.mean()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make RMSE and Bias strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "nbc_RMSE_str = \"RMSE: \" + str(round(nbc_RMSE.mean(), 1)) + \" Wm$^{-2}$\"\n",
    "nbc_Bias_str = \"Bias: \" + str(round(nbc_bias.mean(), 1)) + \" Wm$^{-2}$\"\n",
    "bc_RMSE_str = \"RMSE: \" + str(round(bc_RMSE.mean(), 1)) + \" Wm$^{-2}$\"\n",
    "bc_Bias_str = \"Bias: \" + str(round(bc_bias.mean(), 1)) + \" Wm$^{-2}$\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot all AWS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 21.5 Wm$^{-2}$\n",
      "Bias: -16.9 Wm$^{-2}$\n",
      "RMSE: 14.1 Wm$^{-2}$\n",
      "Bias: -0.6 Wm$^{-2}$\n",
      "\n",
      "1.0165827437288184\n",
      "1.0947627629307506\n",
      "\n",
      "0.9377232295190174\n",
      "1.0179247383175876\n",
      "\n",
      "0.8751591959507384\n",
      "0.9688659293361591\n",
      "\n",
      "0.84994303997505\n",
      "0.9648253051647627\n",
      "\n",
      "0.8327999553675074\n",
      "0.959193339195293\n",
      "\n",
      "0.9351421289975577\n",
      "1.0153534406508946\n",
      "\n",
      "0.9454053741961912\n",
      "1.021698820828642\n",
      "\n",
      "0.7240132986140314\n",
      "0.8785565335015653\n",
      "\n",
      "Average Factors\n",
      "Non-bias corrected = 0.7240132986140314\n",
      "bias corrected = 0.8785565335015653\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.2759867013859686"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize factor arrays\n",
    "nbc_factor = np.zeros(len(site_num))\n",
    "bc_factor = np.zeros(len(site_num))\n",
    "thresh = 3\n",
    "\n",
    "# Print Stats\n",
    "print(nbc_RMSE_str)\n",
    "print(nbc_Bias_str)\n",
    "print(bc_RMSE_str)\n",
    "print(bc_Bias_str)\n",
    "print()\n",
    "\n",
    "# Make figure\n",
    "plt.figure(1)\n",
    "fig1 = plt.figure(figsize = (7, 7))\n",
    "\n",
    "for j in range(0, len(site_num)):\n",
    "    if j == 0:\n",
    "        plt.scatter(nbc_obs[j], nbc_model[j], color = 'b', label = 'Not Bias Corrected')\n",
    "        plt.scatter(bc_obs[j], bc_model[j], color = 'r', label = 'Bias Corrected')\n",
    "        nbc_factor = np.nanmean(nbc_model[j][nbc_obs[j] > thresh] / nbc_obs[j][nbc_obs[j] > thresh])\n",
    "        bc_factor = np.nanmean(bc_model[j][bc_obs[j] > thresh] / nbc_obs[j][bc_obs[j] > thresh])\n",
    "        print(nbc_factor)\n",
    "        print(bc_factor)\n",
    "        print()\n",
    "    else:\n",
    "        plt.scatter(nbc_obs[j], nbc_model[j], color = 'b')\n",
    "        plt.scatter(bc_obs[j], bc_model[j], color = 'r')\n",
    "        nbc_factor = np.nanmean(nbc_model[j][nbc_obs[j] > thresh] / nbc_obs[j][nbc_obs[j] > thresh])\n",
    "        bc_factor = np.nanmean(bc_model[j][bc_obs[j] > thresh] / nbc_obs[j][bc_obs[j] > thresh])\n",
    "        print(nbc_factor)\n",
    "        print(bc_factor)\n",
    "        print()\n",
    "\n",
    "# For ISWR\n",
    "if column_str == \"Incoming_Shortwave\":\n",
    "    plt.plot([-100, 700], [-100, 700], 'k--')\n",
    "    plt.xlim([0, 550])\n",
    "    plt.ylim([0, 550])\n",
    "#     plt.xlim([0, 10])\n",
    "#     plt.ylim([0, 10])\n",
    "#     plt.text(225, 95, nbc_RMSE_str, c = 'b', fontsize = 12)\n",
    "#     plt.text(225, 80, nbc_Bias_str, c = 'b', fontsize = 12)\n",
    "#     plt.text(225, 65, bc_RMSE_str, c = 'r', fontsize = 12)\n",
    "#     plt.text(225, 50, bc_Bias_str, c = 'r', fontsize = 12)\n",
    "    plt.grid()\n",
    "    plt.xlabel(\"Observed \" + model_column + \" [W m$^{-2}$]\", fontsize = 20)\n",
    "    plt.ylabel(\"MERRA-2 \" + model_column + \" [W m$^{-2}$]\", fontsize = 20)\n",
    "    plt.legend(fontsize = 14)\n",
    "    plt.xticks(fontsize=16)\n",
    "    plt.yticks(fontsize=16)\n",
    "    plt.savefig('Figures/Bias_Correction_' + model_column + \".pdf\", format='pdf', dpi=100)\n",
    "\n",
    "# For ILWR\n",
    "else:\n",
    "    plt.plot([-100, 700], [-100, 700], 'k--')\n",
    "    plt.grid()\n",
    "    plt.xlim([50, 300])\n",
    "    plt.ylim([50, 300])\n",
    "#     plt.text(225, 95, nbc_RMSE_str, c = 'b', fontsize = 12)\n",
    "#     plt.text(225, 80, nbc_Bias_str, c = 'b', fontsize = 12)\n",
    "#     plt.text(225, 65, bc_RMSE_str, c = 'r', fontsize = 12)\n",
    "#     plt.text(225, 50, bc_Bias_str, c = 'r', fontsize = 12)\n",
    "    plt.legend(fontsize = 14)\n",
    "    plt.xticks(fontsize=16)\n",
    "    plt.yticks(fontsize=16)\n",
    "    plt.xlabel(\"Observed \" + model_column + \" [W m$^{-2}$]\", fontsize = 20)\n",
    "    plt.ylabel(\"MERRA-2 \" + model_column + \" [W m$^{-2}$]\", fontsize = 20)\n",
    "    plt.savefig('Figures/Bias_Correction_' + model_column + \".pdf\", format='pdf', dpi=100)\n",
    "    \n",
    "# Print average factors\n",
    "print(\"Average Factors\")\n",
    "print(\"Non-bias corrected = \" + str(np.nanmean(nbc_factor)))\n",
    "print(\"bias corrected = \" + str(np.nanmean(bc_factor)))\n",
    "1 - np.nanmean(nbc_factor)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "a3d",
   "language": "python",
   "name": "a3d"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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 },
 "nbformat": 4,
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}
